In [1]:
!pip install pyodbc pandas


import pyodbc
import pandas as pd

# Bağlantı bilgileri
server = '84.247.179.19,1433\\vmi1794935'
database = 'superstoredb'
username = 'miuulda'
password = 'dg5MA09qRJ4Zk02b'

# Bağlantı stringi
connection_string = f'DRIVER={{ODBC Driver 17 for SQL Server}};SERVER={server};DATABASE={database};UID={username};PWD={password}'

# Bağlantıyı oluşturma
conn = pyodbc.connect(connection_string)

# SQL sorgusu
sql_query = 'SELECT * FROM dbo.data'

# Pandas DataFrame'e veri çekme
df = pd.read_sql(sql_query, conn)

# Sonuçları yazdırma
df.head()
Requirement already satisfied: pyodbc in c:\anaconda\lib\site-packages (4.0.34)
Requirement already satisfied: pandas in c:\anaconda\lib\site-packages (1.5.3)
Requirement already satisfied: python-dateutil>=2.8.1 in c:\anaconda\lib\site-packages (from pandas) (2.8.2)
Requirement already satisfied: numpy>=1.21.0 in c:\anaconda\lib\site-packages (from pandas) (1.23.5)
Requirement already satisfied: pytz>=2020.1 in c:\anaconda\lib\site-packages (from pandas) (2022.7)
Requirement already satisfied: six>=1.5 in c:\anaconda\lib\site-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\4000830922.py:23: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.
  df = pd.read_sql(sql_query, conn)
Out[1]:
Order_ID Order_Date Shipment_Date Ship_Mode Customer_ID Customer_Name Segment City State Region ... Quantity Discount Profit Unit_Price ProfitperUnit CostperUnit PercentageofProfit Order_Month Order_Year Tenure
0 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 Claire Gute Consumer Henderson Kentucky South ... 2 0.00 41.91360 130.9800 20.9568 110.0232 19.0% November 2016 2016-11-08
1 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 Claire Gute Consumer Henderson Kentucky South ... 3 0.00 219.58200 243.9800 73.1940 170.7860 42.9% November 2016 2016-11-08
2 CA-2016-138688 2016-06-12 2016-06-16 Second Class DV-13045 Darrin Van Huff Corporate Los Angeles California West ... 2 0.00 6.87140 7.3100 3.4357 3.8743 88.7% June 2016 2016-06-12
3 US-2015-108966 2015-10-11 2015-10-18 Standard Class SO-20335 Sean O'Donnell Consumer Fort Lauderdale Florida South ... 5 0.45 -172.60608 191.5155 -76.6062 268.1217 -28.6% October 2015 2015-10-11
4 US-2015-108966 2015-10-11 2015-10-18 Standard Class SO-20335 Sean O'Donnell Consumer Fort Lauderdale Florida South ... 2 0.20 2.51640 11.1840 1.2582 9.9258 12.7% October 2015 2015-10-11

5 rows × 25 columns

In [15]:
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
In [3]:
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 9994 entries, 0 to 9993
Data columns (total 25 columns):
 #   Column              Non-Null Count  Dtype         
---  ------              --------------  -----         
 0   Order_ID            9994 non-null   object        
 1   Order_Date          9994 non-null   datetime64[ns]
 2   Shipment_Date       9994 non-null   datetime64[ns]
 3   Ship_Mode           9994 non-null   object        
 4   Customer_ID         9994 non-null   object        
 5   Customer_Name       9994 non-null   object        
 6   Segment             9994 non-null   object        
 7   City                9994 non-null   object        
 8   State               9994 non-null   object        
 9   Region              9994 non-null   object        
 10  Product_ID          9994 non-null   object        
 11  Category            9994 non-null   object        
 12  Sub_Category        9994 non-null   object        
 13  Product_Name        9994 non-null   object        
 14  Sales               9994 non-null   float64       
 15  Quantity            9994 non-null   int64         
 16  Discount            9994 non-null   float64       
 17  Profit              9994 non-null   float64       
 18  Unit_Price          9994 non-null   float64       
 19  ProfitperUnit       9994 non-null   float64       
 20  CostperUnit         9994 non-null   float64       
 21  PercentageofProfit  9994 non-null   object        
 22  Order_Month         9994 non-null   object        
 23  Order_Year          9994 non-null   int64         
 24  Tenure              9994 non-null   datetime64[ns]
dtypes: datetime64[ns](3), float64(6), int64(2), object(14)
memory usage: 1.9+ MB
In [4]:
# Veri tipleri, boş değerler, örnek veri

df.describe()


# Eksik değerlerin yüzdesini hesaplayalım
missing_values = df.isnull().mean() * 100
print(missing_values[missing_values > 0])
Series([], dtype: float64)
In [5]:
# Merkezi eğilim ve yayılım ölçüleri
mean_vals = df.mean(numeric_only=True)
median_vals = df.median(numeric_only=True)
mode_vals = df.mode().iloc[0]
variance_vals = df.var(numeric_only=True)
std_dev_vals = df.std(numeric_only=True)

print("Ortalama:\n", mean_vals)
print("Medyan:\n", median_vals)
print("Mod:\n", mode_vals)
print("Varyans:\n", variance_vals)
print("Standart Sapma:\n", std_dev_vals)
Ortalama:
 Sales             192.475437
Quantity            3.789574
Discount            0.156203
Profit             22.558454
Unit_Price         60.919569
ProfitperUnit       7.799372
CostperUnit        53.120197
Order_Year       2015.722233
dtype: float64
Medyan:
 Sales              54.4900
Quantity            3.0000
Discount            0.2000
Profit              8.6665
Unit_Price         16.2700
ProfitperUnit       2.7670
CostperUnit        12.9336
Order_Year       2016.0000
dtype: float64
Mod:
 Order_ID                   CA-2017-100111
Order_Date            2016-09-05 00:00:00
Shipment_Date         2015-12-16 00:00:00
Ship_Mode                  Standard Class
Customer_ID                      WB-21850
Customer_Name               William Brown
Segment                          Consumer
City                        New York City
State                          California
Region                               West
Product_ID                OFF-PA-10001970
Category                  Office Supplies
Sub_Category                      Binders
Product_Name              Staple envelope
Sales                           1419.9192
Quantity                                3
Discount                              0.0
Profit                          246.41424
Unit_Price                           6.48
ProfitperUnit                      3.1104
CostperUnit                        3.3696
PercentageofProfit                  92.3%
Order_Month                      November
Order_Year                           2017
Tenure                2016-09-05 00:00:00
Name: 0, dtype: object
Varyans:
 Sales            99649.883413
Quantity             4.951113
Discount             0.042622
Profit            4445.827096
Unit_Price       20428.253237
ProfitperUnit     3144.402672
CostperUnit      14945.404419
Order_Year           1.262376
dtype: float64
Standart Sapma:
 Sales            315.673698
Quantity           2.225110
Discount           0.206452
Profit            66.677036
Unit_Price       142.927440
ProfitperUnit     56.074974
CostperUnit      122.251398
Order_Year         1.123555
dtype: float64
In [6]:
import matplotlib.pyplot as plt
import seaborn as sns

# Histogram ve yoğunluk grafikleri
for column in df.select_dtypes(include=['float64', 'int64']).columns:
    plt.figure(figsize=(10, 5))
    sns.histplot(df[column], kde=True)
    plt.title(f'{column} Dağılımı')
    plt.xlabel(column)
    plt.ylabel('Frekans')
    plt.show()
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In [7]:
# Çarpıklık ve basıklık değerleri
skewness_vals = df.skew(numeric_only=True)
kurtosis_vals = df.kurt(numeric_only=True)

print("Çarpıklık:\n", skewness_vals)
print("Basıklık:\n", kurtosis_vals)
Çarpıklık:
 Sales             2.505165
Quantity          1.278545
Discount          1.684295
Profit            1.080337
Unit_Price       10.782635
ProfitperUnit     7.622405
CostperUnit      10.707253
Order_Year       -0.282823
dtype: float64
Basıklık:
 Sales              5.983158
Quantity           1.991889
Discount           2.409546
Profit             4.410179
Unit_Price       197.799599
ProfitperUnit    355.616473
CostperUnit      217.489687
Order_Year        -1.307565
dtype: float64
In [8]:
# IQR yöntemi ile outlier analizi
def detect_outliers_iqr(df, column):
    Q1 = df[column].quantile(0.25)
    Q3 = df[column].quantile(0.75)
    IQR = Q3 - Q1
    lower_bound = Q1 - 1.5 * IQR
    upper_bound = Q3 + 1.5 * IQR
    outliers = df[(df[column] < lower_bound) | (df[column] > upper_bound)]
    return outliers

# Sayısal kolonlar için outlier tespiti
numeric_columns = df.select_dtypes(include=['float64', 'int64']).columns
outliers_dict = {col: detect_outliers_iqr(df, col) for col in numeric_columns}

# Outlier sayısını görmek için
for col, outliers in outliers_dict.items():
    print(f"{col} kolonunda {len(outliers)} adet outlier var.")
Sales kolonunda 1167 adet outlier var.
Quantity kolonunda 170 adet outlier var.
Discount kolonunda 856 adet outlier var.
Profit kolonunda 1881 adet outlier var.
Unit_Price kolonunda 1054 adet outlier var.
ProfitperUnit kolonunda 1891 adet outlier var.
CostperUnit kolonunda 1157 adet outlier var.
Order_Year kolonunda 0 adet outlier var.
In [9]:
from scipy import stats

# Z-skoru yöntemi ile outlier tespiti
def detect_outliers_zscore(df, column):
    z_scores = stats.zscore(df[column])
    abs_z_scores = abs(z_scores)
    outliers = df[abs_z_scores > 3]
    return outliers

# Sayısal kolonlar için Z-skoru outlier tespiti
z_outliers_dict = {col: detect_outliers_zscore(df, col) for col in numeric_columns}

# Outlier sayısını görmek için
for col, outliers in z_outliers_dict.items():
    print(f"{col} kolonunda {len(outliers)} adet Z-skoruna göre outlier var.")
Sales kolonunda 374 adet Z-skoruna göre outlier var.
Quantity kolonunda 113 adet Z-skoruna göre outlier var.
Discount kolonunda 300 adet Z-skoruna göre outlier var.
Profit kolonunda 364 adet Z-skoruna göre outlier var.
Unit_Price kolonunda 119 adet Z-skoruna göre outlier var.
ProfitperUnit kolonunda 100 adet Z-skoruna göre outlier var.
CostperUnit kolonunda 116 adet Z-skoruna göre outlier var.
Order_Year kolonunda 0 adet Z-skoruna göre outlier var.
In [10]:
import matplotlib.pyplot as plt
import seaborn as sns

# Boxplot ile outlier görselleştirme
plt.figure(figsize=(15, 10))
for i, col in enumerate(numeric_columns, 1):
    plt.subplot(3, 3, i)
    sns.boxplot(y=df[col])
    plt.title(f'{col} Outlier Analizi (Boxplot)')
plt.tight_layout()
plt.show()
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In [11]:
# Pairplot ile çift değişkenli ilişkilerde outlier analizi
sns.pairplot(df[numeric_columns], diag_kind='kde')
plt.suptitle('Pairplot ile Outlier Analizi', y=1.02)
plt.show()
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In [12]:
from sklearn.ensemble import IsolationForest

# Isolation Forest ile outlier analizi
iso_forest = IsolationForest(contamination=0.01)
outlier_pred = iso_forest.fit_predict(df[numeric_columns])

# Outlier olan veriler (-1 olanlar)
df['Outlier_Flag'] = outlier_pred
outliers = df[df['Outlier_Flag'] == -1]

print("Isolation Forest ile tespit edilen outlier sayısı:", len(outliers))
Isolation Forest ile tespit edilen outlier sayısı: 100
In [55]:
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt


# Q1 ve Q3'ü hesapla (5. ve 95. persentiller)
Q1 = np.percentile(df['Sales'], 5)
Q3 = np.percentile(df['Sales'], 95)

# IQR hesapla
IQR = Q3 - Q1

# 1.5 * IQR sınırları
lower_limit = Q1 - 1.5 * IQR
upper_limit = Q3 + 1.5 * IQR



# Box Plot çizimi
sns.boxplot(data=df, x='Sales')

# 0.05 ve 0.95 persentil çizgileri ekleme
plt.axvline(Q1, color='b', linestyle='--', label='5th Percentile (0.05)')
plt.axvline(Q3, color='r', linestyle='--', label='95th Percentile (0.95)')

# 1.5 * IQR sınırlarını ekleme
plt.axvline(lower_limit, color='g', linestyle=':', label='Lower Bound (1.5*IQR)')
plt.axvline(upper_limit, color='purple', linestyle=':', label='Upper Bound (1.5*IQR)')

# Başlık ve etiket ekleme
plt.title("Sales Kolonu için Box Plot")
plt.legend()

# Grafiği gösterme
plt.show()
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In [56]:
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt


# Q1 ve Q3'ü hesapla (5. ve 95. persentiller)
Q1 = np.percentile(df['Profit'], 5)
Q3 = np.percentile(df['Profit'], 95)

# IQR hesapla
IQR = Q3 - Q1

# 1.5 * IQR sınırları
lower_limit = Q1 - 1.5 * IQR
upper_limit = Q3 + 1.5 * IQR



# Box Plot çizimi
sns.boxplot(data=df, x='Profit')

# 0.05 ve 0.95 persentil çizgileri ekleme
plt.axvline(Q1, color='b', linestyle='--', label='5th Percentile (0.05)')
plt.axvline(Q3, color='r', linestyle='--', label='95th Percentile (0.95)')

# 1.5 * IQR sınırlarını ekleme
plt.axvline(lower_limit, color='g', linestyle=':', label='Lower Bound (1.5*IQR)')
plt.axvline(upper_limit, color='purple', linestyle=':', label='Upper Bound (1.5*IQR)')

# Başlık ve etiket ekleme
plt.title("Profit Kolonu için Box Plot")
plt.legend()

# Grafiği gösterme
plt.show()
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In [13]:
df.head(25)
Out[13]:
Order_ID Order_Date Shipment_Date Ship_Mode Customer_ID Customer_Name Segment City State Region ... Discount Profit Unit_Price ProfitperUnit CostperUnit PercentageofProfit Order_Month Order_Year Tenure Outlier_Flag
0 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 Claire Gute Consumer Henderson Kentucky South ... 0.00 41.91360 130.9800 20.9568 110.0232 19.0% November 2016 2016-11-08 1
1 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 Claire Gute Consumer Henderson Kentucky South ... 0.00 219.58200 243.9800 73.1940 170.7860 42.9% November 2016 2016-11-08 1
2 CA-2016-138688 2016-06-12 2016-06-16 Second Class DV-13045 Darrin Van Huff Corporate Los Angeles California West ... 0.00 6.87140 7.3100 3.4357 3.8743 88.7% June 2016 2016-06-12 1
3 US-2015-108966 2015-10-11 2015-10-18 Standard Class SO-20335 Sean O'Donnell Consumer Fort Lauderdale Florida South ... 0.45 -172.60608 191.5155 -76.6062 268.1217 -28.6% October 2015 2015-10-11 1
4 US-2015-108966 2015-10-11 2015-10-18 Standard Class SO-20335 Sean O'Donnell Consumer Fort Lauderdale Florida South ... 0.20 2.51640 11.1840 1.2582 9.9258 12.7% October 2015 2015-10-11 1
5 CA-2014-139892 2014-09-08 2014-09-12 Standard Class BM-11140 Becky Martin Consumer San Antonio Texas Central ... 0.80 -172.60608 35.5960 -90.7698 126.3658 -71.8% September 2014 2014-09-08 1
6 US-2014-100853 2014-09-14 2014-09-19 Standard Class JB-15400 Jennifer Braxton Corporate Chicago Illinois Central ... 0.80 -131.12000 26.2240 -65.5600 91.7840 -71.4% September 2014 2014-09-14 1
7 US-2014-134971 2014-06-07 2014-06-10 Second Class BP-11095 Bart Pistole Corporate Peoria Illinois Central ... 0.80 -20.56230 4.1540 -6.8541 11.0081 -62.3% June 2014 2014-06-07 1
8 US-2014-111171 2014-12-26 2014-12-31 Standard Class CA-12265 Christina Anderson Consumer Chicago Illinois Central ... 0.80 -14.77300 1.7380 -2.9546 4.6926 -63.0% December 2014 2014-12-26 1
9 CA-2014-112326 2014-01-04 2014-01-08 Standard Class PO-19195 Phillina Ober Home Office Naperville Illinois Central ... 0.80 -5.48700 1.7700 -2.7435 4.5135 -60.8% January 2014 2014-01-04 1
10 US-2014-115987 2014-09-08 2014-09-13 Second Class LH-17020 Lisa Hazard Consumer Tyler Texas Central ... 0.80 -79.33520 12.7960 -19.8338 32.6298 -60.8% September 2014 2014-09-08 1
11 US-2014-141215 2014-06-15 2014-06-21 Standard Class KL-16555 Kelly Lampkin Corporate San Antonio Texas Central ... 0.80 -14.56560 2.8560 -4.8552 7.7112 -63.0% June 2014 2014-06-15 1
12 CA-2017-114412 2017-04-15 2017-04-20 Standard Class AA-10480 Andrew Allen Consumer Concord North Carolina South ... 0.20 5.44320 5.1840 1.8144 3.3696 53.8% April 2017 2017-04-15 1
13 CA-2016-161389 2016-12-05 2016-12-10 Standard Class IM-15070 Irene Maddox Consumer Seattle Washington West ... 0.20 132.59220 135.9920 44.1974 91.7946 48.1% December 2016 2016-12-05 1
14 US-2015-118983 2015-11-22 2015-11-26 Standard Class HP-14815 Harold Pawlan Home Office Fort Worth Texas Central ... 0.80 -123.85800 13.7620 -24.7716 38.5336 -64.3% November 2015 2015-11-22 1
15 US-2015-118983 2015-11-22 2015-11-26 Standard Class HP-14815 Harold Pawlan Home Office Fort Worth Texas Central ... 0.80 -3.81600 0.8480 -1.2720 2.1200 -60.0% November 2015 2015-11-22 1
16 US-2014-117058 2014-05-27 2014-05-30 First Class LE-16810 Laurel Elliston Consumer Chicago Illinois Central ... 0.80 -30.55500 2.9100 -5.0925 8.0025 -63.6% May 2014 2014-05-27 1
17 CA-2014-122567 2014-02-16 2014-02-21 Standard Class MN-17935 Michael Nguyen Consumer Dallas Texas Central ... 0.80 -1.72800 0.3600 -0.5760 0.9360 -61.5% February 2014 2014-02-16 1
18 CA-2014-122567 2014-02-16 2014-02-21 Standard Class MN-17935 Michael Nguyen Consumer Dallas Texas Central ... 0.80 -13.93000 3.9800 -6.9650 10.9450 -63.6% February 2014 2014-02-16 1
19 US-2014-130379 2014-05-25 2014-05-29 Standard Class JL-15235 Janet Lee Consumer Chicago Illinois Central ... 0.80 -166.32000 37.8000 -83.1600 120.9600 -68.8% May 2014 2014-05-25 1
20 CA-2014-148950 2014-12-14 2014-12-19 Standard Class JD-16015 Joy Daniels Consumer Chicago Illinois Central ... 0.80 -8.67680 1.2760 -2.1692 3.4452 -63.0% December 2014 2014-12-14 1
21 CA-2016-137330 2016-12-09 2016-12-13 Standard Class KB-16585 Ken Black Corporate Fremont Nebraska Central ... 0.00 5.05960 2.7800 0.7228 2.0572 35.1% December 2016 2016-12-09 1
22 CA-2016-137330 2016-12-09 2016-12-13 Standard Class KB-16585 Ken Black Corporate Fremont Nebraska Central ... 0.00 15.68840 8.6200 2.2412 6.3788 35.1% December 2016 2016-12-09 1
23 US-2017-156909 2017-07-16 2017-07-18 Second Class SF-20065 Sandra Flanagan Consumer Philadelphia Pennsylvania East ... 0.30 -1.01960 35.6860 -0.5098 36.1958 -1.4% July 2017 2017-07-16 1
24 CA-2015-106320 2015-09-25 2015-09-30 Standard Class EB-13870 Emily Burns Consumer Orem Utah West ... 0.00 240.26490 348.2100 80.0883 268.1217 29.9% September 2015 2015-09-25 1

25 rows × 26 columns

In [14]:
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt

# Veri kümenizi buraya yükleyin (örn: df = pd.read_csv('veri.csv'))
# df = ...

# 1. Korelasyon Isı Haritası
plt.figure(figsize=(10, 8))
sns.heatmap(df.corr(), annot=True, cmap='coolwarm', fmt=".2f", linewidths=0.5)
plt.title("Korelasyon Isı Haritası")
plt.show()

# 2. Çift Değişkenli Grafik (Pairplot)
sns.pairplot(df[numeric_columns], diag_kind="kde", plot_kws={"alpha": 0.6, "s": 30})
plt.suptitle("Kolonlar Arası İlişkiler", y=1.02)
plt.show()

# 3. Histogramlar (Her bir kolonun dağılımı)
df[numeric_columns].hist(bins=20, figsize=(15, 10), color="skyblue", edgecolor="black")
plt.suptitle("Kolon Dağılımları")
plt.show()

# 4. Boxplot (Her bir kolonun outlier'larını gösterir)
plt.figure(figsize=(15, 10))
for i, col in enumerate(numeric_columns, 1):
    plt.subplot(3, 3, i)
    sns.boxplot(data=df, x=col, color="lightblue")
    plt.title(f"{col} Outlier Analizi (Boxplot)")
plt.tight_layout()
plt.show()
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\1919105396.py:10: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.
  sns.heatmap(df.corr(), annot=True, cmap='coolwarm', fmt=".2f", linewidths=0.5)
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In [38]:
# Ürün kategorilerine göre toplam satış
category_sales = df.groupby('Category').agg({'Sales': 'sum'}).reset_index()

# Çubuk grafiği
plt.figure(figsize=(10, 6))
plt.bar(category_sales['Category'], category_sales['Sales'], color='orange')
plt.title('Ürün Kategorilerine Göre Toplam Satış')
plt.xlabel('Kategori')
plt.ylabel('Toplam Satış')
plt.xticks(rotation=45)
plt.grid()
plt.show()
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In [39]:
# Tarih formatını düzenleme ve aylık toplam satış
df['Order_Date'] = pd.to_datetime(df['Order_Date'])
monthly_sales = df.resample('M', on='Order_Date').sum()['Sales']

# Zaman serisi grafiği
plt.figure(figsize=(12, 6))
plt.plot(monthly_sales, label='Aylık Satışlar', color='blue')
plt.title('Aylık Toplam Satışlar')
plt.xlabel('Tarih')
plt.ylabel('Toplam Satış')
plt.legend()
plt.grid()
plt.show()
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\649261428.py:3: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.
  monthly_sales = df.resample('M', on='Order_Date').sum()['Sales']
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In [40]:
# Yıllık kâr analizi
annual_profit = df.groupby('Order_Year')['Profit'].sum().reset_index()

# Grafik: Yıllık kâr trendi
plt.figure(figsize=(10,6))
sns.lineplot(data=annual_profit, x='Order_Year', y='Profit', marker='o', color='green')
plt.title('Annual Profit Trend')
plt.xlabel('Year')
plt.ylabel('Total Profit')
plt.show()

# Yıllık indirim analizi
annual_discount = df.groupby('Order_Year')['Discount'].mean().reset_index()

# Grafik: Yıllık ortalama indirim trendi
plt.figure(figsize=(10,6))
sns.lineplot(data=annual_discount, x='Order_Year', y='Discount', marker='o', color='red')
plt.title('Annual Discount Trend')
plt.xlabel('Year')
plt.ylabel('Average Discount')
plt.show()
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In [41]:
# Segment bazlı satışlar ve kârlılık
segment_sales_profit = df.groupby('Segment').agg({'Sales': 'sum', 'Profit': 'sum'}).reset_index()

# Grafik: Segment bazlı satışlar ve kâr
plt.figure(figsize=(10,6))
sns.barplot(data=segment_sales_profit, x='Segment', y='Sales', palette='Blues', label='Sales')
sns.barplot(data=segment_sales_profit, x='Segment', y='Profit', palette='Greens', label='Profit')
plt.title('Sales and Profit by Customer Segment')
plt.ylabel('Total Sales/Profit')
plt.legend()
plt.show()
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In [42]:
# Bölge bazlı satışlar
region_sales = df.groupby('Region')['Sales'].sum().reset_index()

# Grafik: Bölge bazlı satışlar
plt.figure(figsize=(10,6))
sns.barplot(data=region_sales, x='Region', y='Sales', palette='viridis')
plt.title('Sales by Region')
plt.ylabel('Total Sales')
plt.show()

# Eyalet bazlı satışlar (ilk 10 eyalet)
state_sales = df.groupby('State')['Sales'].sum().nlargest(10).reset_index()

# Grafik: En yüksek satış yapan 10 eyalet
plt.figure(figsize=(12,6))
sns.barplot(data=state_sales, x='State', y='Sales', palette='plasma')
plt.title('Top 10 States by Sales')
plt.ylabel('Total Sales')
plt.xticks(rotation=45)
plt.show()
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In [43]:
# Kategori bazlı satışlar ve kâr
category_sales_profit = df.groupby('Category').agg({'Sales': 'sum', 'Profit': 'sum'}).reset_index()

# Grafik: Kategori bazlı satışlar ve kâr
plt.figure(figsize=(10,6))
sns.barplot(data=category_sales_profit, x='Category', y='Sales', palette='BuGn', label='Sales')
sns.barplot(data=category_sales_profit, x='Category', y='Profit', palette='OrRd', label='Profit')
plt.title('Sales and Profit by Category')
plt.ylabel('Total Sales/Profit')
plt.legend()
plt.show()

# Alt kategori bazlı satışlar (ilk 10 alt kategori)
sub_category_sales = df.groupby('Sub_Category')['Sales'].sum().nlargest(10).reset_index()

# Grafik: En yüksek satış yapan 10 alt kategori
plt.figure(figsize=(12,6))
sns.barplot(data=sub_category_sales, x='Sub_Category', y='Sales', palette='magma')
plt.title('Top 10 Sub-Categories by Sales')
plt.ylabel('Total Sales')
plt.xticks(rotation=45)
plt.show()
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In [44]:
# Ürün başına kâr hesaplama
product_profit = df.groupby('Product_ID').agg({'ProfitperUnit': 'mean'}).reset_index()

# En kârlı ürünler (ilk 10)
top_profitable_products = product_profit.nlargest(10, 'ProfitperUnit')

# Grafik: En kârlı 10 ürün
plt.figure(figsize=(12,6))
sns.barplot(data=top_profitable_products, x='Product_ID', y='ProfitperUnit', palette='coolwarm')
plt.title('Top 10 Most Profitable Products (by Profit per Unit)')
plt.ylabel('Average Profit per Unit')
plt.xticks(rotation=45)
plt.show()
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In [45]:
# Segment bazlı kâr analizi
segment_profit = df.groupby('Segment')['Profit'].sum().reset_index()

# Grafik: Segment bazlı kâr
plt.figure(figsize=(10,6))
sns.barplot(data=segment_profit, x='Segment', y='Profit', palette='viridis')
plt.title('Profit by Customer Segment')
plt.ylabel('Total Profit')
plt.show()
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In [46]:
# Ürün başına kâr analizi
product_profit = df.groupby('Product_Name').agg({'Profit': 'sum', 'Sales': 'sum'}).reset_index()

# En kârlı ürünler (ilk 10)
top_profitable_products = product_profit.nlargest(10, 'Profit')

# Grafik: En çok kâr getiren ürünler
plt.figure(figsize=(12,6))
sns.barplot(data=top_profitable_products, x='Product_Name', y='Profit', palette='Blues')
plt.title('Top 10 Most Profitable Products')
plt.ylabel('Total Profit')
plt.xticks(rotation=45)
plt.show()
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In [47]:
# Bölge bazlı kâr analizi
region_profit = df.groupby('Region')['Profit'].sum().reset_index()

# Grafik: Bölge bazlı kâr
plt.figure(figsize=(10,6))
sns.barplot(data=region_profit, x='Region', y='Profit', palette='coolwarm')
plt.title('Profit by Region')
plt.ylabel('Total Profit')
plt.show()
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In [48]:
# İndirim ve satış ilişkisi
plt.figure(figsize=(10,6))
sns.scatterplot(data=df, x='Discount', y='Sales', hue='Region', palette='magma')
plt.title('Discount vs Sales by Region')
plt.xlabel('Discount')
plt.ylabel('Sales')
plt.show()

# İndirim ve satış korelasyonu
correlation_discount_sales = df[['Discount', 'Sales']].corr()
print("Correlation between Discount and Sales:")
print(correlation_discount_sales)
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Correlation between Discount and Sales:
          Discount     Sales
Discount  1.000000 -0.045277
Sales    -0.045277  1.000000
In [49]:
# Kategori bazlı satış analizi
category_sales = df.groupby('Category')['Sales'].sum().reset_index()

# Grafik: Kategori bazlı satışlar
plt.figure(figsize=(10,6))
sns.barplot(data=category_sales, x='Category', y='Sales', palette='coolwarm')
plt.title('Sales by Category')
plt.ylabel('Total Sales')
plt.show()
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In [50]:
import seaborn as sns

# Kategoriler arası toplam satışlar
category_sales = df.groupby(['Category', 'Sub_Category'])['Sales'].sum().reset_index()

# Satışları görselleştirme
plt.figure(figsize=(12, 6))
sns.barplot(data=category_sales, x='Sales', y='Sub_Category', hue='Category', palette='viridis')
plt.title('Sales by Category and Sub-Category')
plt.xlabel('Total Sales')
plt.ylabel('Sub-Category')
plt.legend(title='Category')
plt.show()
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In [51]:
import matplotlib.pyplot as plt
import statsmodels.api as sm

# Aylık toplam satışları hesaplama
df['Order_Date'] = pd.to_datetime(df['Order_Date'])
monthly_sales = df.resample('M', on='Order_Date').sum()['Sales']

# Zaman serisi grafiği
plt.figure(figsize=(12, 6))
plt.plot(monthly_sales, label='Aylık Satışlar', color='blue')
plt.title('Zaman Serisi Analizi: Aylık Toplam Satışlar')
plt.xlabel('Tarih')
plt.ylabel('Toplam Satış')
plt.legend()
plt.grid()
plt.show()

# Sezonluk bileşenleri ayıklama
decomposition = sm.tsa.seasonal_decompose(monthly_sales, model='additive')
decomposition.plot()
plt.show()
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\1116007639.py:6: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.
  monthly_sales = df.resample('M', on='Order_Date').sum()['Sales']
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In [52]:
# Kargo modları performansı analizi
shipping_performance = df.groupby('Ship_Mode').agg({'Sales': 'sum', 'Profit': 'sum'}).reset_index()

# Kargo modları performans grafiği
plt.figure(figsize=(10, 6))
plt.bar(shipping_performance['Ship_Mode'], shipping_performance['Sales'], color='green')
plt.title('Kargo Modu Performansı')
plt.xlabel('Kargo Modu')
plt.ylabel('Toplam Satış')
plt.grid()
plt.show()
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In [53]:
# Karlılık analizi
profitability_analysis = df.groupby(['Category']).agg({'Profit': 'sum', 'CostperUnit': 'sum'}).reset_index()
profitability_analysis['Profit_Margin'] = profitability_analysis['Profit'] / profitability_analysis['CostperUnit']

# Karlılık grafiği
plt.figure(figsize=(10, 6))
plt.bar(profitability_analysis['Category'], profitability_analysis['Profit_Margin'], color='purple')
plt.title('Ürün Kategorilerine Göre Karlılık Analizi')
plt.xlabel('Kategori')
plt.ylabel('Kar Marjı')
plt.grid()
plt.show()
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In [54]:
# KPI'ları hesaplama
kpi_sales = df['Sales'].sum()
kpi_profit = df['Profit'].sum()

# KPI görselleştirme
kpi_data = pd.DataFrame({
    'KPI': ['Toplam Satış', 'Toplam Kar'],
    'Değer': [kpi_sales, kpi_profit]
})

plt.figure(figsize=(8, 4))
plt.bar(kpi_data['KPI'], kpi_data['Değer'], color=['blue', 'green'])
plt.title('Anahtar Performans Göstergeleri (KPI)')
plt.ylabel('Değer')
plt.grid()
plt.show()
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In [17]:
# Kategorik değişkenleri one-hot encoding ile dönüştür
df_encoded = pd.get_dummies(df, columns=['Ship_Mode', 'Segment', 'City', 'State', 'Region', 'Category', 'Sub_Category', 'Order_Month'], drop_first=True)

# Ön işlenmiş verinin boyutunu kontrol et
print(df_encoded.shape)
(9994, 633)
In [18]:
# İndirim oranlarına göre karlılığı inceleyen pivot tablo
pivot_discount_profit = df_encoded.pivot_table(values='Profit', 
                                                  index='Discount', 
                                                  aggfunc='mean').reset_index()

# Grafik ile görselleştirme
plt.figure(figsize=(10, 6))
sns.lineplot(x='Discount', y='Profit', data=pivot_discount_profit)
plt.title('İndirim Oranı ve Ortalama Karlılık İlişkisi')
plt.xlabel('İndirim Oranı')
plt.ylabel('Ortalama Karlılık')
plt.grid()
plt.show()
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In [19]:
# En çok alınan ürünler ve karlılık analizi
top_products_profit = df_encoded.groupby('Product_Name').agg({'Quantity': 'sum', 'Profit': 'sum'}).reset_index()
top_products_profit = top_products_profit.sort_values(by='Profit', ascending=False).head(10)

# Grafik ile görselleştirme
plt.figure(figsize=(12, 6))
sns.barplot(x='Profit', y='Product_Name', data=top_products_profit)
plt.title('En Çok Alınan Ürünler ve Karlılık')
plt.xlabel('Karlılık')
plt.ylabel('Ürün Adı')
plt.grid()
plt.show()
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In [27]:
# 'Order_Date' kolonu üzerinden 'Order_Month' oluşturma
df_encoded['Order_Month'] = df_encoded['Order_Date'].dt.month_name()
In [28]:
# Aylık toplam karlılığı inceleme
monthly_profit = df_encoded.groupby(['Order_Year', 'Order_Month']).agg({'Profit': 'sum'}).reset_index()

# Grafik ile görselleştirme
plt.figure(figsize=(12, 6))
sns.lineplot(data=monthly_profit, x='Order_Month', y='Profit', hue='Order_Year', marker='o')
plt.title('Aylara Göre Karlılık')
plt.xlabel('Ay')
plt.ylabel('Toplam Karlılık')
plt.xticks(rotation=45)
plt.grid()
plt.show()
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In [34]:
# Sepet boyutunu ve karlılığı hesaplama
df['Basket_Size'] = df['Quantity']  # Sepet boyutu: Satın alınan ürün sayısı
basket_profit = df.groupby('Order_ID').agg({'Basket_Size': 'sum', 'Profit': 'sum'}).reset_index()

# Sepet boyutu ve karlılık analizi
print(basket_profit.head())

# Sepet boyutu ve karlılık görselleştirme
import matplotlib.pyplot as plt

plt.figure(figsize=(10, 5))
plt.scatter(basket_profit['Basket_Size'], basket_profit['Profit'], alpha=0.5)
plt.title('Basket Size vs Profit')
plt.xlabel('Basket Size')
plt.ylabel('Total Profit')
plt.grid()
plt.show()
         Order_ID  Basket_Size    Profit
0  CA-2014-100006            3  109.6113
1  CA-2014-100090            9  -19.0890
2  CA-2014-100293            6   31.8696
3  CA-2014-100328            1    1.3257
4  CA-2014-100363            5    7.7192
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In [35]:
# Bölgeye göre toplam karlılığı hesaplama
region_profit = df.groupby('Region').agg({'Profit': 'sum'}).reset_index()

# Bölge karlılığı görselleştirme
plt.figure(figsize=(12, 6))
plt.bar(region_profit['Region'], region_profit['Profit'], color='skyblue')
plt.title('Total Profit by Region')
plt.xlabel('Region')
plt.ylabel('Total Profit')
plt.xticks(rotation=45)
plt.grid(axis='y')
plt.show()
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In [65]:
import matplotlib.pyplot as plt

# Ürün bazında toplam karlılığı hesaplama
product_profit = df.groupby('Product_Name').agg({'Profit': 'sum', 'Sales': 'sum'}).reset_index()

# En yüksek karlılığa sahip 10 ürünü seçme
top_products = product_profit.nlargest(10, 'Profit')

# Ürün karlılığı görselleştirme
plt.figure(figsize=(15, 7))
bars = plt.barh(top_products['Product_Name'], top_products['Profit'], color='orange')

# Çubukların üstüne kâr miktarlarını ekleme
for bar in bars:
    plt.text(bar.get_width(), bar.get_y() + bar.get_height()/2, f'{bar.get_width():,.0f}', 
             va='center', ha='left', fontsize=10)

plt.title('Top 10 Products by Total Profit', fontsize=16, fontweight='bold')
plt.xlabel('Total Profit', fontsize=14)
plt.ylabel('Product Name', fontsize=14)
plt.xticks(fontsize=12)
plt.yticks(fontsize=12)
plt.grid(axis='x')
plt.show()
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In [64]:
import matplotlib.pyplot as plt

# Müşteri bazında toplam karlılığı hesaplama
customer_profit = df.groupby('Customer_Name').agg({'Profit': 'sum', 'Sales': 'sum'}).reset_index()

# En yüksek karlılığı olan 10 müşteriyi seçme
top_customers = customer_profit.nlargest(10, 'Profit')

# Müşteri karlılığı görselleştirme
plt.figure(figsize=(15, 7))
bars = plt.barh(top_customers['Customer_Name'], top_customers['Profit'], color='lightgreen')

# Çubukların üstüne kâr miktarlarını ekleme
for bar in bars:
    plt.text(bar.get_width(), bar.get_y() + bar.get_height()/2, f'{bar.get_width():,.0f}', 
             va='center', ha='left', fontsize=10)

plt.title('Top 10 Customers by Total Profit', fontsize=16, fontweight='bold')
plt.xlabel('Total Profit', fontsize=14)
plt.ylabel('Customer Name', fontsize=14)
plt.xticks(fontsize=12)
plt.yticks(fontsize=12)
plt.grid(axis='x')
plt.show()
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In [61]:
import pandas as pd

# DataFrame'i yükleyin (örnek: df)
# df = pd.read_csv('your_data_file.csv')

# 'Tenure' sütununu datetime formatında olduğunu doğrulayın
df['Tenure'] = pd.to_datetime(df['Tenure'], errors='coerce')

# 'Tenure' sütununu kullanarak yıllara çevirme
df['Tenure_Years'] = (pd.to_datetime('now') - df['Tenure']).dt.days / 365.25

# Tenure_Years sütununu kontrol etme
print(df[['Tenure', 'Tenure_Years']].head())
      Tenure  Tenure_Years
0 2016-11-08      7.967146
1 2016-11-08      7.967146
2 2016-06-12      8.375086
3 2015-10-11      9.045859
4 2015-10-11      9.045859
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\3560089728.py:10: FutureWarning: The parsing of 'now' in pd.to_datetime without `utc=True` is deprecated. In a future version, this will match Timestamp('now') and Timestamp.now()
  df['Tenure_Years'] = (pd.to_datetime('now') - df['Tenure']).dt.days / 365.25
In [62]:
# Tenure ve toplam satışları hesaplama
tenure_sales = df.groupby('Tenure_Years').agg({'Sales': 'sum'}).reset_index()

# Görselleştirme
import matplotlib.pyplot as plt

plt.figure(figsize=(10, 5))
plt.plot(tenure_sales['Tenure_Years'], tenure_sales['Sales'], marker='o', linestyle='-', color='green')
plt.title('Tenure vs Total Sales')
plt.xlabel('Tenure (Years)')
plt.ylabel('Total Sales')
plt.grid()
plt.show()
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In [63]:
# Tenure ve toplam karlılığı hesaplama
tenure_profit = df.groupby('Tenure_Years').agg({'Profit': 'sum'}).reset_index()

# Görselleştirme
plt.figure(figsize=(10, 5))
plt.plot(tenure_profit['Tenure_Years'], tenure_profit['Profit'], marker='o', linestyle='-', color='blue')
plt.title('Tenure vs Total Profit')
plt.xlabel('Tenure (Years)')
plt.ylabel('Total Profit')
plt.grid()
plt.show()
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In [66]:
# Eyalet bazında toplam satış ve kâr hesaplama
state_profit_loss = df.groupby('State').agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# Kar/Zarar hesaplama
state_profit_loss['Total_Loss'] = state_profit_loss['Total_Profit'].apply(lambda x: -x if x < 0 else 0)
state_profit_loss['Net_Profit'] = state_profit_loss['Total_Profit'] + state_profit_loss['Total_Loss']

# Görselleştirme
plt.figure(figsize=(15, 7))
plt.bar(state_profit_loss['State'], state_profit_loss['Net_Profit'], color='lightblue')
plt.title('Net Profit by State')
plt.xlabel('State')
plt.ylabel('Net Profit')
plt.xticks(rotation=45)
plt.axhline(0, color='red', linewidth=1)  # Kırmızı çizgi sıfır noktasını gösterir
plt.grid(axis='y')
plt.show()

# Sonuçları yazdır
print(state_profit_loss.sort_values(by='Net_Profit', ascending=False))
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                   State  Total_Sales  Total_Profit  Total_Loss   Net_Profit
3             California  401269.7977   63699.93770     0.00000  63699.93770
30              New York  243019.2520   45710.87688     0.00000  45710.87688
45            Washington  110751.8180   19498.16726     0.00000  19498.16726
20              Michigan   56558.5840   13667.75108     0.00000  13667.75108
44              Virginia   53375.6204   11815.07500     0.00000  11815.07500
9                Georgia   39580.8160    9699.82768     0.00000   9699.82768
15              Kentucky   32765.7160    8037.04670     0.00000   8037.04670
12               Indiana   34129.1936    7997.05674     0.00000   7997.05674
47             Wisconsin   29677.3552    6709.75026     0.00000   6709.75026
19         Massachusetts   28039.7676    6259.11076     0.00000   6259.11076
28            New Jersey   24598.4180    5962.68098     0.00000   5962.68098
18              Maryland   22010.2606    5378.05922     0.00000   5378.05922
21             Minnesota   19645.8660    4592.22732     0.00000   4592.22732
6               Delaware   16856.6074    4473.34786     0.00000   4473.34786
34              Oklahoma   19104.4976    4201.69370     0.00000   4201.69370
0                Alabama   17490.6184    3894.29612     0.00000   3894.29612
5            Connecticut   13384.3570    3433.44232     0.00000   3433.44232
23              Missouri   15315.3168    3363.31482     0.00000   3363.31482
2               Arkansas   11304.0692    3340.04338     0.00000   3340.04338
22           Mississippi    9761.1792    3019.00478     0.00000   3019.00478
37          Rhode Island   16769.2712    2983.97294     0.00000   2983.97294
42                  Utah   11140.0252    2284.24698     0.00000   2284.24698
16             Louisiana    8886.7284    2084.19518     0.00000   2084.19518
26                Nevada   12120.9228    1844.98588     0.00000   1844.98588
38        South Carolina    8211.5892    1592.96084     0.00000   1592.96084
25              Nebraska    6404.8892    1398.36708     0.00000   1398.36708
27         New Hampshire    6462.5332    1364.96942     0.00000   1364.96942
43               Vermont    5800.0184    1227.74362     0.00000   1227.74362
29            New Mexico    4783.5220    1157.11610     0.00000   1157.11610
13                  Iowa    4579.7600    1035.95814     0.00000   1035.95814
31        North Carolina   44365.2810     887.67984     0.00000    887.67984
14                Kansas    2914.3100     836.44350     0.00000    836.44350
10                 Idaho    4382.4860     813.60764     0.00000    813.60764
24               Montana    4009.3212     699.76574     0.00000    699.76574
7   District of Columbia    2865.0200     586.97288     0.00000    586.97288
17                 Maine    1270.5300     454.48620     0.00000    454.48620
39          South Dakota    1315.5600     394.82830     0.00000    394.82830
8                Florida   63541.4568     383.79632     0.00000    383.79632
32          North Dakota     919.9100     230.14970     0.00000    230.14970
46         West Virginia    1209.8240     185.92160     0.00000    185.92160
48               Wyoming    1419.9192     100.19600     0.00000    100.19600
33                  Ohio   73317.1610   -4768.05418  4768.05418      0.00000
35                Oregon   17364.0292    -659.21680   659.21680      0.00000
36          Pennsylvania   98743.0672   -8307.90464  8307.90464      0.00000
1                Arizona   34821.9602    -704.51704   704.51704      0.00000
40             Tennessee   28119.5190    -839.97346   839.97346      0.00000
41                 Texas  152991.1850   -9749.28770  9749.28770      0.00000
11              Illinois   75816.6014   -5759.97286  5759.97286      0.00000
4               Colorado   30414.0034   -1062.96154  1062.96154      0.00000
In [79]:
# Sıklık tablosu oluşturma
#frequent_items = apriori(basket_encoded, min_support=0.01, use_colnames=True)  # min_support %1
In [80]:
# Sadece pozitif değerleri kontrol et
#print(df['Quantity'].describe())
In [82]:
import pandas as pd
import matplotlib.pyplot as plt

# Eyalet bazında toplam satış ve kâr hesaplama
state_profit_loss = df.groupby('State').agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# Kar etmeyen eyaletleri bulma
unprofitable_states = state_profit_loss[state_profit_loss['Total_Profit'] < 0]

# Görselleştirme
plt.figure(figsize=(15, 7))
plt.bar(unprofitable_states['State'], unprofitable_states['Total_Profit'], color='red')
plt.title('Zarar Eden Eyaletler')
plt.xlabel('State')
plt.ylabel('Toplam Zarar')
plt.xticks(rotation=45)
plt.axhline(0, color='black', linewidth=1)  # Kırmızı çizgi sıfır noktasını gösterir
plt.grid(axis='y')
plt.show()

# Sonuçları yazdır
print("Zarar eden eyaletler:")
print(unprofitable_states.sort_values(by='Total_Profit'))

# Ürün bazında toplam satış ve kâr hesaplama
product_profit_loss = df.groupby(['Product_Name', 'Category']).agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# Kar etmeyen ürünleri bulma
unprofitable_products = product_profit_loss[product_profit_loss['Total_Profit'] < 0]

# Sonuçları yazdır
print("Zarar eden ürünler:")
print(unprofitable_products.sort_values(by='Total_Profit'))

# Kategori bazında toplam satış ve kâr hesaplama
category_profit_loss = df.groupby('Category').agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# Kar etmeyen kategorileri bulma
unprofitable_categories = category_profit_loss[category_profit_loss['Total_Profit'] < 0]

# Sonuçları yazdır
print("Zarar eden kategoriler:")
print(unprofitable_categories.sort_values(by='Total_Profit'))
No description has been provided for this image
Zarar eden eyaletler:
           State  Total_Sales  Total_Profit
41         Texas  152991.1850   -9749.28770
36  Pennsylvania   98743.0672   -8307.90464
11      Illinois   75816.6014   -5759.97286
33          Ohio   73317.1610   -4768.05418
4       Colorado   30414.0034   -1062.96154
40     Tennessee   28119.5190    -839.97346
1        Arizona   34821.9602    -704.51704
35        Oregon   17364.0292    -659.21680
Zarar eden ürünler:
                                           Product_Name         Category  \
825   Hon 2090 �Pillow Soft� Series Mid Back Swivel/...        Furniture   
376   Bush Advantage Collection Racetrack Conference...        Furniture   
1366              SAFCO Commercial Wire Shelving, Black  Office Supplies   
1192  O'Sullivan Plantations 2-Door Library in Landv...        Furniture   
281                               BPI Conference Tables        Furniture   
...                                                 ...              ...   
574                            Eldon Gobal File Keepers  Office Supplies   
370                  Brites Rubber Bands, 1 1/2 oz. Box  Office Supplies   
1359                                   Rubber Band Ball  Office Supplies   
67    Acco PRESSTEX Data Binder with Storage Hooks, ...  Office Supplies   
1300                     Premier Electric Letter Opener  Office Supplies   

      Total_Sales  Total_Profit  
825     5282.4240 -8.465648e+02  
376     7209.2014 -6.900519e+02  
1366    4199.4560 -6.354440e+02  
1192    2946.3668 -6.303670e+02  
281     2241.8675 -5.908432e+02  
...           ...           ...  
574      348.2200 -6.056000e-01  
370       13.0680 -5.148000e-01  
1359      58.3440 -2.992000e-01  
67        62.9460 -1.614000e-01  
1300    2641.6080 -7.105427e-15  

[289 rows x 4 columns]
Zarar eden kategoriler:
Empty DataFrame
Columns: [Category, Total_Sales, Total_Profit]
Index: []
In [88]:
import pandas as pd
import matplotlib.pyplot as plt

# Tüm satırları görüntülemek için Pandas ayarını değiştirme
pd.set_option('display.max_rows', None)  # Tüm satırları görüntüle
pd.set_option('display.max_columns', None)  # Tüm sütunları görüntüle

# Eyalet bazında toplam satış ve kâr hesaplama
state_profit_loss = df.groupby('State').agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# Kar etmeyen eyaletleri bulma
unprofitable_states = state_profit_loss[state_profit_loss['Total_Profit'] < 0]

# Zarar eden eyaletlerin listesi
print("Zarar eden eyaletler:")
print(unprofitable_states[['State', 'Total_Profit']])

# Zarar eden eyaletler için detaylı ürün analizi
for state in unprofitable_states['State']:
    # Eyaletteki ürün bazında toplam satış ve kâr hesaplama
    product_profit_loss = df[df['State'] == state].groupby(['Product_Name', 'Order_Date']).agg(
        Total_Sales=('Sales', 'sum'),
        Total_Profit=('Profit', 'sum')
    ).reset_index()

    # Kar etmeyen ürünleri bulma
    unprofitable_products = product_profit_loss[product_profit_loss['Total_Profit'] < 0]

    if not unprofitable_products.empty:
        print(f"\nZarar eden ürünler için eyalet: {state}")
        print(unprofitable_products[['Product_Name', 'Order_Date', 'Total_Sales', 'Total_Profit']])

        # İlk 10 zarar eden ürünü seçme
        top_10_unprofitable = unprofitable_products.nsmallest(10, 'Total_Profit')

        # Görselleştirme: Zarar eden ürünlerin satışları
        plt.figure(figsize=(12, 6))
        plt.bar(top_10_unprofitable['Product_Name'], top_10_unprofitable['Total_Sales'], color='red')
        plt.title(f'{state} Eyaletinde Zarar Eden Ürünlerin Satışları (İlk 10)')
        plt.xlabel('Ürün Adı')
        plt.ylabel('Toplam Satış')
        plt.xticks(rotation=45)
        plt.axhline(0, color='black', linewidth=1)  # Kırmızı çizgi sıfır noktasını gösterir
        plt.grid(axis='y')
        plt.show()
    else:
        print(f"\n{state} eyaletinde zarar eden ürün yok.")

# Ayarları varsayılan haline geri döndürmek isterseniz:
# pd.reset_option('display.max_rows')
# pd.reset_option('display.max_columns')
Zarar eden eyaletler:
           State  Total_Profit
1        Arizona    -704.51704
4       Colorado   -1062.96154
11      Illinois   -5759.97286
33          Ohio   -4768.05418
35        Oregon    -659.21680
36  Pennsylvania   -8307.90464
40     Tennessee    -839.97346
41         Texas   -9749.28770

Zarar eden ürünler için eyalet: Arizona
                                          Product_Name Order_Date  \
2       2300 Heavy-Duty Transfer File Systems by Perma 2015-09-26   
5                      Acco Expandable Hanging Binders 2017-07-18   
6             Acco Perma 3000 Stacking Storage Drawers 2014-12-09   
7    Acco Recycled 2" Capacity Laser Printer Hangin... 2017-12-09   
8                  Accohide Poly Flexible Ring Binders 2015-07-10   
14                                  Akro Stacking Bins 2017-09-19   
15           Alliance Super-Size Bands, Assorted Sizes 2014-04-08   
16                                Aluminum Screw Posts 2015-06-18   
20                    Avery Durable Slant Ring Binders 2017-05-15   
21   Avery Durable Slant Ring Binders With Label Ho... 2016-11-12   
22         Avery Durable Slant Ring Binders, No Labels 2017-11-05   
24                           Avery Hole Reinforcements 2014-08-09   
26            Belkin 19" Vented Equipment Shelf, Black 2015-06-15   
27            Belkin 19" Vented Equipment Shelf, Black 2015-12-06   
30                Belkin Standard 104 key USB Keyboard 2015-11-21   
31                             Bestar Classic Bookcase 2017-05-11   
32                  Bevis Boat-Shaped Conference Table 2015-07-26   
33                  Bevis Boat-Shaped Conference Table 2016-09-25   
37   Bush Advantage Collection Racetrack Conference... 2016-04-22   
38                    Cardinal EasyOpen D-Ring Binders 2015-05-23   
39                    Cardinal EasyOpen D-Ring Binders 2017-11-10   
40     Cardinal Slant-D Ring Binder, Heavy Gauge Vinyl 2014-12-13   
41     Cardinal Slant-D Ring Binder, Heavy Gauge Vinyl 2016-12-19   
42                 Case Logic 2.4GHz Wireless Keyboard 2017-11-10   
43   Chromcraft 48" x 96" Racetrack Double Pedestal... 2017-07-18   
50     DYMO CardScan Personal V9 Business Card Scanner 2017-11-10   
52              Eldon "L" Workstation Diamond Chairmat 2015-06-15   
53   Eldon Delta Triangular Chair Mat, 52" x 58", C... 2014-08-08   
61   Fellowes Bankers Box Staxonsteel Drawer File/S... 2017-11-24   
62         Fellowes Bankers Box Stor/Drawer Steel Plus 2017-02-20   
64                   Fellowes Officeware Wire Shelving 2017-06-11   
68                             First Data FD10 PIN Pad 2015-08-17   
71           GBC DocuBind 300 Electric Binding Machine 2014-12-27   
72                  GBC Recycled Grain Textured Covers 2017-11-24   
73   GBC Standard Recycled Report Covers, Clear Pla... 2014-01-19   
74   GBC Standard Recycled Report Covers, Clear Pla... 2016-03-08   
75                    GBC Standard Therm-A-Bind Covers 2016-07-10   
76             GBC VeloBinder Electric Binding Machine 2015-09-26   
77             GBC VeloBinder Electric Binding Machine 2017-06-08   
80                           Global Deluxe Steno Chair 2016-10-18   
84                        Global Low Back Tilter Chair 2014-12-20   
90                   High-Back Leather Manager's Chair 2017-07-18   
91   Hon 2090 �Pillow Soft� Series Mid Back Swivel/... 2017-11-10   
92           Hon 2111 Invitation Series Straight Table 2014-09-19   
94                          Hon Metal Bookcases, Black 2015-07-14   
99           Ibico Ibimaster 300 Manual Binding System 2014-12-30   
101                Imation�Clip USB�flash drive�- 8 GB 2015-08-17   
102                Imation�Clip USB�flash drive�- 8 GB 2016-12-25   
104                         KI Adjustable-Height Table 2017-02-20   
105                               KI Conference Tables 2016-12-25   
106         Kingston Digital DataTraveler 16GB USB 2.0 2014-10-02   
108  Lesro Round Back Collection Coffee Table, End ... 2017-12-22   
111                        Lock-Up Easel 'Spel-Binder' 2015-09-26   
112                        Lock-Up Easel 'Spel-Binder' 2017-10-21   
119  Memorex 25GB 6X Branded Blu-Ray Recordable Dis... 2014-11-30   
123                   Microsoft Natural Keyboard Elite 2014-07-23   
141         O'Sullivan 4-Shelf Bookcase in Odessa Pine 2014-01-19   
144    Office Star - Ergonomically Designed Knee Chair 2014-07-18   
145  Office Star - Mesh Screen back chair with Viny... 2014-03-22   
146  Panasonic KX MC6040 Color Laser Multifunction ... 2016-12-25   
149                 Peel & Stick Add-On Corner Pockets 2015-06-18   
152                          Plantronics MX500i Earset 2015-10-26   
153                              Plastic Binding Combs 2017-09-19   
154                         Poly Designer Cover & Back 2016-04-22   
156                     Premier Electric Letter Opener 2016-04-22   
157              Premier Elliptical Ring Binder, Black 2016-10-02   
161                           Rogers Deluxe File Chest 2017-06-08   
162                                 Round Ring Binders 2016-11-12   
165                      SAFCO Boltless Steel Shelving 2015-07-14   
166                      SAFCO Boltless Steel Shelving 2015-09-26   
167  SAFCO PlanMaster Boards, 60w x 37-1/2d, White ... 2016-12-19   
173  SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2017-11-12   
174  SanDisk Ultra 64 GB MicroSDHC Class 10 Memory ... 2014-08-08   
177  SpineVue Locking Slant-D Ring Binders by Cardinal 2014-06-22   
182                       Stiletto Hand Letter Openers 2014-10-02   
183                               Super Bands, 12/Pack 2014-08-09   
184       Swingline SM12-08 MicroCut Jam Free Shredder 2017-10-16   
187  Tenex V2T-RE Standard Weight Series Chair Mat,... 2017-11-12   
192                          UniKeep View Case Binders 2015-11-06   
195                       Vinyl Sectional Post Binders 2017-12-02   
198  Wilson Jones Clip & Carry Folder Binder Tool f... 2016-12-19   
199         Wilson Jones Custom Binder Spines & Labels 2014-07-23   
200               Wilson Jones DublLock D-Ring Binders 2015-07-19   
201  Wilson Jones Leather-Like Binders with DublLoc... 2017-09-07   
202  Wilson Jones data.warehouse D-Ring Binders wit... 2017-01-23   

     Total_Sales  Total_Profit  
2        119.904      -1.49880  
5          7.656      -6.12480  
6        100.704      -1.25880  
7         13.005      -9.97050  
8          3.366      -2.24400  
14        12.624      -2.52480  
15        49.792     -11.82560  
16         9.156      -6.10400  
20         4.752      -3.16800  
21         6.270      -4.59800  
22         2.388      -1.83080  
24         9.345      -6.54150  
26        82.368     -19.56240  
27       247.104     -58.68720  
30        23.344      -1.45900  
31       209.979    -172.60608  
32       393.165    -172.60608  
33       393.165    -172.60608  
37      1272.630    -172.60608  
38        19.194     -12.79600  
39        38.388     -25.59200  
40         5.214      -4.17120  
41         5.214      -4.17120  
42       239.952     -35.99280  
43       801.600    -172.60608  
50        95.994     -63.99600  
52       364.704     -36.47040  
53       121.376      -3.03440  
61       415.872     -41.58720  
62        51.168      -6.39600  
64       215.592     -48.50820  
68       252.800     -31.60000  
71       946.764    -172.60608  
72        20.724     -15.19760  
73        32.340     -23.71600  
74         9.702      -7.11480  
75        44.856     -35.88480  
76        72.588     -48.39200  
77        72.588     -48.39200  
80       307.920     -34.64100  
84       242.352     -42.41160  
90       311.976     -42.89670  
91       899.136    -146.10960  
92        73.915     -45.82730  
94       127.764    -172.60608  
99       551.985    -172.60608  
101       30.080      -5.26400  
102       45.120      -7.89600  
104      386.910    -172.60608  
105       35.445     -24.10260  
106        7.160      -0.08950  
108      182.550    -135.08700  
111       77.031     -59.05710  
112        8.559      -6.56190  
119      102.240     -16.61400  
123      479.040     -29.94000  
141      181.470    -172.60608  
144      259.136     -25.91360  
145      314.352     -35.36460  
146      269.970    -172.60608  
149        4.536      -3.32640  
152       68.720     -14.60300  
153       18.180     -13.93800  
154       28.485     -20.88900  
156      185.376     -34.75800  
157       54.792     -40.18080  
161       35.168      -8.35240  
162        4.368      -3.34880  
165      272.736     -64.77480  
166      363.648     -86.36640  
167      455.970    -172.60608  
173       62.352     -10.91160  
174       95.976     -10.79730  
177        8.226      -6.03240  
182       15.360      -3.26400  
183        4.464      -0.94860  
184      599.985    -172.60608  
187      113.568      -5.67840  
192        4.401      -3.52080  
195       67.860     -45.24000  
198       10.440      -7.65600  
199        8.160      -5.71200  
200        2.025      -1.35000  
201        7.857      -6.02370  
202        4.938      -3.62120  
No description has been provided for this image
Zarar eden ürünler için eyalet: Colorado
                                          Product_Name Order_Date  \
8                                 Aluminum Screw Posts 2017-12-02   
9    Atlantic Metals Mobile 2-Shelf Bookcases, Cust... 2016-03-19   
10   Atlantic Metals Mobile 4-Shelf Bookcases, Cust... 2015-12-24   
11   Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2017-09-23   
14         Avery Durable Slant Ring Binders, No Labels 2017-05-05   
15   Avery Framed View Binder, EZD Ring (Locking), ... 2016-10-06   
17           Avery Reinforcements for Hole-Punch Pages 2017-12-28   
18         Avery Trapezoid Extra Heavy Duty 4" Binders 2014-06-21   
19   Avery Trapezoid Ring Binder, 3" Capacity, Blac... 2015-11-13   
22                                 Bagged Rubber Bands 2017-12-30   
26                Belkin Standard 104 key USB Keyboard 2015-05-10   
27                             Bestar Classic Bookcase 2017-05-05   
28                 Bevis Rectangular Conference Tables 2014-11-18   
29                 Bevis Rectangular Conference Tables 2015-12-11   
30   BoxOffice By Design Rectangular and Half-Moon ... 2014-08-03   
32   Bush Westfield Collection Bookcases, Dark Cher... 2015-12-11   
33   Bush Westfield Collection Bookcases, Dark Cher... 2016-10-10   
35               Cardinal Holdit Business Card Pockets 2017-04-17   
36      Carina Media Storage Towers in Natural & Black 2017-06-17   
45   Deflect-o DuraMat Lighweight, Studded, Beveled... 2015-11-13   
50   Eldon ClusterMat Chair Mat with Cordless Antis... 2014-12-26   
60   Fellowes Strictly Business Drawer File, Letter... 2016-07-18   
61           GBC DocuBind P50 Personal Binding Machine 2017-09-28   
62                          GBC Durable Plastic Covers 2016-05-20   
63                    GBC Standard Therm-A-Bind Covers 2016-05-30   
64                 GBC Twin Loop Wire Binding Elements 2016-07-08   
65                GBC VeloBinder Manual Binding System 2017-04-17   
70          Global Highback Leather Tilter in Burgundy 2015-10-25   
75   Gould Plastics 18-Pocket Panel Bin, 34w x 5-1/... 2017-09-28   
79                         Hon 4-Shelf Metal Bookcases 2017-12-02   
82                         Hon 5100 Series Wood Tables 2016-10-13   
86       Ibico Laser Imprintable Binding System Covers 2014-12-26   
88    Imation�8GB Mini TravelDrive USB 2.0�Flash Drive 2017-01-14   
89                 Insertable Tab Post Binder Dividers 2017-04-17   
99           Lexmark MX611dhe Monochrome Laser Printer 2017-04-17   
100                  Lexmark S315 Color Inkjet Printer 2015-10-30   
102             Logitech K350 2.4Ghz Wireless Keyboard 2015-11-13   
103                             Logitech Keyboard K120 2015-12-11   
106                          Macally Suction Cup Mount 2017-12-02   
108  Martin Yale Chadless Opener Electric Letter Op... 2017-03-13   
118            O'Sullivan 2-Shelf Heavy-Duty Bookcases 2017-12-19   
120  Office Star - Ergonomic Mid Back Chair with 2-... 2017-10-22   
122  Perma STOR-ALL Hanging File Box, 13 1/8"W x 12... 2016-07-08   
123     Premium Transparent Presentation Covers by GBC 2016-08-15   
126                        Recycled Easel Ring Binders 2016-10-06   
127  Recycled Pressboard Report Cover with Reinforc... 2015-01-06   
128  Recycled Pressboard Report Cover with Reinforc... 2017-12-01   
131                                 Round Ring Binders 2016-07-18   
132  Rubbermaid ClusterMat Chairmats, Mat Size- 66"... 2016-06-17   
137                         Sauder Barrister Bookcases 2015-11-20   
140          Sensible Storage WireTech Storage Systems 2016-09-24   
148   Storex Flexible Poly Binders with Double Pockets 2016-05-30   
149   Storex Flexible Poly Binders with Double Pockets 2017-10-22   
151              Tennsco 6- and 18-Compartment Lockers 2014-03-10   
152                        Tennsco Industrial Shelving 2017-12-19   
153                       Tennsco Regal Shelving Units 2016-12-11   
158                       Vinyl Sectional Post Binders 2016-05-30   
159  WD My Passport Ultra 1TB Portable External Har... 2016-12-02   
162      Wilson Jones 1" Hanging DublLock Ring Binders 2014-06-21   
163  Wilson Jones 14 Line Acrylic Coated Pressboard... 2015-11-20   
164                    Wilson Jones Active Use Binders 2016-07-08   
165         Wilson Jones Custom Binder Spines & Labels 2015-11-20   
166            Wilson Jones Easy Flow II Sheet Lifters 2015-09-28   
167                        Wilson Jones Impact Binders 2016-04-24   
179  Zebra GK420t Direct Thermal/Thermal Transfer P... 2016-10-06   
180                         iOttie HLCRIO102 Car Mount 2016-10-10   

     Total_Sales  Total_Profit  
8        36.6240     -24.41600  
9        72.2940     -98.80180  
10      590.0580    -172.60608  
11      180.5880    -172.60608  
14        9.5520      -7.32320  
15       11.9760      -9.18160  
17        1.1880      -0.99000  
18       25.1640     -16.77600  
19       36.8820     -25.81740  
22        3.0240      -0.60480  
26       46.6880      -2.91800  
27       89.9910    -152.98470  
28      145.9800     -99.26640  
29      364.9500    -172.60608  
30      218.7500    -161.87500  
32       69.5760    -143.79040  
33       90.8820    -172.60608  
35        8.9640      -6.57360  
36      146.3520     -32.92920  
45      102.3600      -3.83850  
50      218.3520     -24.56460  
60      338.0400     -33.80400  
61       76.7760     -58.86160  
62       40.6350     -32.50800  
63       14.9520     -11.96160  
64       19.9680     -13.31200  
65       21.5940     -15.83560  
70      582.3360     -29.11680  
75      147.1840     -29.43680  
79      242.3520    -172.60608  
82      727.4500    -172.60608  
86       78.6000     -62.88000  
88      169.0640     -14.79310  
89       12.0300      -9.22300  
99     1419.9192    -172.60608  
100      59.9940     -45.99540  
102     238.8960     -26.87580  
103      58.0800      -6.53400  
106      57.3600     -14.34000  
108    1332.4960    -172.60608  
118     102.0180    -172.60608  
120     579.1360     -28.95680  
122      33.4880      -1.25580  
123      18.8820     -13.84680  
126      17.9040     -14.92000  
127       1.9380      -1.35660  
128       6.7830      -4.74810  
131       1.8720      -1.43520  
132     266.3520     -13.31760  
137     145.7640    -172.60608  
140     511.0560     -95.82300  
148       2.3760      -1.90080  
149       3.1680      -2.53440  
151     636.4080     -15.91020  
152      78.2560     -17.60760  
153     243.3840     -51.71910  
158      22.6200     -15.08000  
159     165.6000      -6.21000  
162      11.0880      -8.13120  
163       9.6120      -7.36920  
164       8.7360      -6.11520  
165       4.8960      -3.42720  
166       1.0800      -0.79200  
167       3.1080      -2.17560  
179     703.7100    -172.60608  
180      15.9920      -2.99850  
No description has been provided for this image
Zarar eden ürünler için eyalet: Illinois
                                          Product_Name Order_Date  \
3                     12-1/2 Diameter Round Wall Clock 2017-06-09   
5                             36X48 HARDFLOOR CHAIRMAT 2016-05-27   
6                     3M Hangers With Command Adhesive 2017-12-28   
7    3M Replacement Filter for Office Air Cleaner f... 2015-12-10   
9                        Acco D-Ring Binder w/DublLock 2014-07-14   
10   Acco Data Flex Cable Posts For Top & Bottom Lo... 2017-04-24   
15   Acco Recycled 2" Capacity Laser Printer Hangin... 2016-05-17   
16   Acco Smartsocket Color-Coded Six-Outlet AC Ada... 2016-05-03   
17                  Acco Translucent Poly Ring Binders 2015-09-20   
18                 Accohide Poly Flexible Ring Binders 2015-10-01   
44   Atlantic Metals Mobile 3-Shelf Bookcases, Cust... 2015-07-20   
45                     Avanti 4.4 Cu. Ft. Refrigerator 2015-03-05   
56                             Avery Arch Ring Binders 2014-05-11   
57   Avery Binding System Hidden Tab Executive Styl... 2016-09-19   
58                               Avery Durable Binders 2015-07-20   
59                               Avery Durable Binders 2016-01-30   
60                               Avery Durable Binders 2017-06-17   
61                    Avery Durable Slant Ring Binders 2016-03-21   
62   Avery Durable Slant Ring Binders With Label Ho... 2016-06-21   
63         Avery Durable Slant Ring Binders, No Labels 2017-05-22   
66                Avery Flip-Chart Easel Binder, Black 2014-02-06   
69   Avery Framed View Binder, EZD Ring (Locking), ... 2014-11-22   
70   Avery Heavy-Duty EZD View Binder with Locking ... 2014-09-07   
71   Avery Heavy-Duty EZD View Binder with Locking ... 2014-12-14   
72   Avery Heavy-Duty EZD View Binder with Locking ... 2015-05-24   
73       Avery Hidden Tab Dividers for Binding Systems 2016-08-29   
74       Avery Hidden Tab Dividers for Binding Systems 2017-02-25   
76                           Avery Poly Binder Pockets 2017-07-21   
77   Avery Premier Heavy-Duty Binder with Round Loc... 2015-03-08   
78   Avery Recycled Flexi-View Covers for Binding S... 2017-11-05   
79   Avery Trapezoid Ring Binder, 3" Capacity, Blac... 2014-06-06   
82                               BPI Conference Tables 2014-11-18   
83                               BPI Conference Tables 2017-11-19   
84            Balt Split Level Computer Training Table 2017-01-30   
85              Belkin 19" Center-Weighted Shelf, Gray 2017-09-02   
86            Belkin 19" Vented Equipment Shelf, Black 2014-07-26   
87            Belkin 19" Vented Equipment Shelf, Black 2015-11-28   
88            Belkin 19" Vented Equipment Shelf, Black 2017-06-13   
89                Belkin 6 Outlet Metallic Surge Strip 2016-12-09   
90             Belkin 7-Outlet SurgeMaster Home Series 2017-09-02   
91   Belkin 8 Outlet SurgeMaster II Gold Surge Prot... 2017-10-21   
93                     Belkin F9S820V06 8 Outlet Surge 2017-07-09   
94                Belkin Standard 104 key USB Keyboard 2014-12-14   
96                     Bevis 44 x 96 Conference Tables 2014-09-20   
97                 Bevis Oval Conference Table, Walnut 2017-10-09   
98                 Bevis Rectangular Conference Tables 2016-03-06   
99            Bevis Round Conference Table Top, X-Base 2014-06-07   
101                                       Binder Posts 2017-08-19   
103                   Bionaire 99.97% HEPA Air Cleaner 2014-12-06   
109  BoxOffice By Design Rectangular and Half-Moon ... 2017-09-08   
110      Bretford CR8500 Series Meeting Room Furniture 2016-09-08   
111  Bretford �Just In Time� Height-Adjustable Mult... 2016-01-30   
113   Bush Birmingham Collection Bookcase, Dark Cherry 2017-09-04   
114  Bush Heritage Pine Collection 5-Shelf Bookcase... 2014-09-20   
115  Bush Westfield Collection Bookcases, Fully Ass... 2016-12-23   
116  C-Line Cubicle Keepers Polyproplyene Holder Wi... 2017-05-18   
120  Cardinal HOLDit! Binder Insert Strips,Extra St... 2016-05-21   
121                         Cardinal Hold-It CD Pocket 2016-12-16   
122    Cardinal Slant-D Ring Binder, Heavy Gauge Vinyl 2014-12-26   
123     Carina Media Storage Towers in Natural & Black 2017-04-17   
124               Catalog Binders with Expanding Posts 2017-07-21   
125               Catalog Binders with Expanding Posts 2017-10-14   
126  Chromcraft 48" x 96" Racetrack Double Pedestal... 2017-02-17   
127  Chromcraft Bull-Nose Wood Round Conference Tab... 2017-06-09   
128           Chromcraft Rectangular Conference Tables 2014-05-30   
133  Commercial WindTunnel Clean Air Upright Vacuum... 2016-03-06   
135                       Computer Printout Index Tabs 2017-12-28   
137                      Contemporary Wood/Metal Frame 2017-11-23   
138                         Contract Clock, 14", Brown 2014-06-03   
139                         Contract Clock, 14", Brown 2017-07-20   
141     DAX Charcoal/Nickel-Tone Document Frame, 5 x 7 2016-11-12   
142                          DAX Cubicle Frames - 8x10 2016-10-23   
143             DAX Metal Frame, Desktop, Stepped-Edge 2015-09-27   
144                            DAX Wood Document Frame 2014-12-27   
145                           DAX Wood Document Frame. 2014-11-11   
147  DMI Arturo Collection Mission-style Design Woo... 2017-04-20   
148                               Dana Swing-Arm Lamps 2014-11-18   
149                               Dana Swing-Arm Lamps 2014-12-15   
150                                Dax Clear Box Frame 2017-10-13   
151  Deflect-o DuraMat Antistatic Studded Beveled M... 2016-09-02   
156             Eldon "L" Workstation Diamond Chairmat 2015-11-28   
157                   Eldon 100 Class Desk Accessories 2015-11-28   
158                   Eldon 100 Class Desk Accessories 2016-06-04   
159  Eldon Cleatmat Chair Mats for Medium Pile Carpets 2017-02-03   
160  Eldon Cleatmat Chair Mats for Medium Pile Carpets 2017-04-20   
161  Eldon Cleatmat Plus Chair Mats for High Pile C... 2016-03-06   
162  Eldon ClusterMat Chair Mat with Cordless Antis... 2015-01-17   
163  Eldon Delta Triangular Chair Mat, 52" x 58", C... 2016-04-28   
164       Eldon Expressions Wood Desk Accessories, Oak 2017-06-12   
165         Eldon Im�ge Series Desk Accessories, Clear 2015-11-13   
167                        Eldon Wave Desk Accessories 2015-03-05   
168                    Electrix Halogen Magnifier Lamp 2017-12-11   
169       Electrix Incandescent Magnifying Lamp, Black 2014-05-25   
172                   Euro Pro Shark Stick Mini Vacuum 2017-09-23   
173               Executive Impressions 12" Wall Clock 2016-09-08   
174     Executive Impressions 13" Clairmont Wall Clock 2017-02-16   
175  Executive Impressions 16-1/2" Circular Wall Clock 2016-05-31   
176        Fellowes Bankers Box Stor/Drawer Steel Plus 2016-04-21   
177  Fellowes Basic Home/Office Series Surge Protec... 2015-05-21   
178                             Fellowes Binding Cases 2017-06-17   
179               Fellowes Black Plastic Comb Bindings 2014-03-31   
181  Fellowes PB500 Electric Punch Plastic Comb Bin... 2017-09-10   
182  Fellowes Presentation Covers for Comb Binding ... 2014-05-27   
183    Fellowes Stor/Drawer Steel Plus Storage Drawers 2014-11-18   
184                   Fellowes Super Stor/Drawer Files 2014-11-24   
185                             Flat Face Poster Frame 2016-05-17   
186                             Flat Face Poster Frame 2016-07-07   
187                             Flat Face Poster Frame 2017-05-18   
188  Flexible Leather- Look Classic Collection Ring... 2015-11-15   
189  Floodlight Indoor Halogen Bulbs, 1 Bulb per Pa... 2015-07-12   
190                       G.E. Halogen Desk Lamp Bulbs 2016-05-27   
191  G.E. Longer-Life Indoor Recessed Floodlight Bulbs 2017-12-28   
192  GBC Clear Cover, 8-1/2 x 11, unpunched, 25 cov... 2017-01-29   
193                             GBC Instant Report Kit 2015-10-22   
194  GBC Laser Imprintable Binding System Covers, D... 2016-07-23   
195                           GBC Linen Binding Covers 2017-04-30   
196  GBC Premium Transparent Covers with Diagonal L... 2017-11-26   
197       GBC ProClick 150 Presentation Binding System 2016-09-24   
198         GBC Standard Plastic Binding Systems Combs 2014-01-04   
199         GBC Standard Plastic Binding Systems Combs 2014-02-21   
200  GBC Twin Loop Wire Binding Elements, 9/16" Spi... 2017-06-08   
201  GBC Twin Loop Wire Binding Elements, 9/16" Spi... 2017-10-14   
202                            GBC VeloBind Cover Sets 2014-12-14   
203            GBC VeloBinder Electric Binding Machine 2017-10-13   
204                GBC White Gloss Covers, Plain Front 2014-11-18   
209              Global Armless Task Chair, Royal Blue 2015-04-25   
210                          Global Chrome Stack Chair 2016-11-11   
211  Global Commerce Series High-Back Swivel/Tilt C... 2014-11-11   
212  Global Commerce Series Low-Back Swivel/Tilt Ch... 2014-05-26   
213  Global Commerce Series Low-Back Swivel/Tilt Ch... 2016-06-27   
214            Global Deluxe High-Back Manager's Chair 2017-02-16   
215  Global Enterprise Series Seating High-Back Swi... 2017-06-30   
216                    Global Ergonomic Managers Chair 2016-07-07   
217          Global High-Back Leather Tilter, Burgundy 2014-10-03   
218          Global High-Back Leather Tilter, Burgundy 2015-05-24   
219         Global Highback Leather Tilter in Burgundy 2016-05-31   
220         Global Highback Leather Tilter in Burgundy 2017-11-18   
221  Global Leather Highback Executive Chair with P... 2016-03-29   
222      Global Leather and Oak Executive Chair, Black 2014-08-20   
223      Global Manager's Adjustable Task Chair, Storm 2016-12-27   
224         Global Push Button Manager's Chair, Indigo 2015-07-12   
225                Global Stack Chair with Arms, Black 2016-02-16   
226             Global Stack Chair without Arms, Black 2017-10-12   
227                           Global Super Steno Chair 2017-06-13   
228                           Global Task Chair, Black 2017-05-28   
229      Global Troy Executive Leather Low-Back Tilter 2016-09-19   
230        Global Value Mid-Back Manager's Chair, Gray 2015-04-30   
231                     Global Value Steno Chair, Gray 2015-09-13   
232    Global Wood Trimmed Manager's Task Chair, Khaki 2015-07-02   
234         GuestStacker Chair with Chrome Finish Legs 2017-09-24   
235         GuestStacker Chair with Chrome Finish Legs 2017-12-11   
239                               Harmony Air Purifier 2014-05-25   
240                           Heavy-Duty E-Z-D Binders 2016-05-03   
243                  High-Back Leather Manager's Chair 2017-05-22   
244                                Holmes Odor Grabber 2015-08-23   
246                        Hon 4-Shelf Metal Bookcases 2014-11-18   
247  Hon 4070 Series Pagoda Armless Upholstered Sta... 2015-07-02   
248  Hon 4700 Series Mobuis Mid-Back Task Chairs wi... 2016-09-26   
249       Hon 61000 Series Interactive Training Tables 2017-10-09   
250                  Hon Comfortask Task/Swivel Chairs 2017-10-10   
251             Hon Every-Day Series Multi-Task Chairs 2017-07-22   
252                  Hon Rectangular Conference Tables 2015-06-22   
253  Honeywell Enviracaire Portable Air Cleaner for... 2016-02-16   
254     Hoover Shoulder Vac Commercial Portable Vacuum 2015-06-08   
255  Howard Miller 11-1/2" Diameter Brentwood Wall ... 2015-11-16   
256  Howard Miller 11-1/2" Diameter Grantwood Wall ... 2015-12-21   
257  Howard Miller 11-1/2" Diameter Ridgewood Wall ... 2015-12-17   
258  Howard Miller 12-3/4 Diameter Accuwave DS  Wal... 2014-12-13   
259  Howard Miller 13" Diameter Goldtone Round Wall... 2017-12-14   
263  Ibico Covers for Plastic or Wire Binding Elements 2014-12-06   
264               Ibico EPK-21 Electric Binding System 2017-12-07   
265                Ibico Hi-Tech Manual Binding System 2014-09-07   
266                Ibico Hi-Tech Manual Binding System 2017-06-24   
267       Ibico Presentation Index for Binding Systems 2016-08-04   
270            Insertable Tab Indexes For Data Binders 2016-09-11   
271                Insertable Tab Post Binder Dividers 2016-05-06   
275                         KI Adjustable-Height Table 2014-12-06   
276                               KI Conference Tables 2016-06-04   
277  Kensington 4 Outlet MasterPiece Compact Power ... 2016-04-21   
278  Kensington 7 Outlet MasterPiece HOMEOFFICE Pow... 2014-09-14   
283         Kingston Digital DataTraveler 16GB USB 2.0 2016-06-30   
284         Kingston Digital DataTraveler 32GB USB 2.0 2017-09-02   
285          Kingston Digital DataTraveler 8GB USB 2.0 2016-12-09   
289  Lesro Round Back Collection Coffee Table, End ... 2017-10-19   
290    Logitech Desktop MK120 Mouse and keyboard Combo 2016-05-06   
291    Logitech Desktop MK120 Mouse and keyboard Combo 2017-12-14   
293                             Logitech Keyboard K120 2015-04-16   
302  Luxo Professional Fluorescent Magnifier Lamp w... 2016-06-04   
303                      Master Caster Door Stop, Gray 2017-12-14   
304               Master Caster Door Stop, Large Brown 2014-12-29   
305         Master Caster Door Stop, Large Neon Orange 2017-04-20   
328                   Novimex Swivel Fabric Task Chair 2014-03-01   
329                    Nu-Dell Float Frame 11 x 14 1/2 2014-12-06   
330  O'Sullivan Cherrywood Estates Traditional Barr... 2015-07-20   
331      O'Sullivan Elevations Bookcase, Cherry Finish 2017-08-03   
332  Office Star - Contemporary Task Swivel chair w... 2015-03-30   
333                              Okidata C610n Printer 2016-09-02   
334  OtterBox Commuter Series Case - Samsung Galaxy S4 2017-09-23   
336             Padded Folding Chairs, Black, 4/Carton 2017-12-28   
339                 Peel & Stick Add-On Corner Pockets 2016-03-06   
340                Performers Binder/Pad Holder, Black 2015-03-05   
341                Performers Binder/Pad Holder, Black 2016-04-21   
343                          Plantronics MX500i Earset 2017-03-13   
348              Premier Elliptical Ring Binder, Black 2017-09-03   
349  Pressboard Covers with Storage Hooks, 9 1/2" x... 2014-10-14   
350  Pressboard Covers with Storage Hooks, 9 1/2" x... 2016-09-30   
359                        Recycled Easel Ring Binders 2014-12-22   
363                           Rogers Deluxe File Chest 2014-12-06   
364                           Rogers Deluxe File Chest 2016-09-02   
365                         Rogers Jumbo File, Granite 2014-12-19   
366  Rubbermaid ClusterMat Chairmats, Mat Size- 66"... 2017-12-14   
367                      SAFCO Boltless Steel Shelving 2014-01-04   
368                SAFCO Commercial Wire Shelving, 72h 2016-11-27   
369              SAFCO Commercial Wire Shelving, Black 2014-09-22   
370              SAFCO Commercial Wire Shelving, Black 2015-04-25   
371                        SAFCO Folding Chair Trolley 2017-03-13   
373  SAFCO Optional Arm Kit for Workspace Cribbage ... 2014-11-16   
374                     Safco Industrial Wire Shelving 2016-04-18   
375                     Safco Industrial Wire Shelving 2017-11-13   
376              Safco Industrial Wire Shelving System 2017-04-24   
382  SanDisk Ultra 64 GB MicroSDHC Class 10 Memory ... 2016-08-29   
385                   Satellite Sectional Post Binders 2014-10-20   
386  Sauder Facets Collection Library, Sky Alder Fi... 2015-12-20   
387                 Sauder Inglewood Library Bookcases 2015-03-24   
391                     Seth Thomas 13 1/2" Wall Clock 2017-06-30   
392                   Seth Thomas 16" Steel Case Clock 2017-08-26   
393                        Shocksock Galaxy S4 Armband 2014-12-06   
394                         SlimView Poly Binder, 3/8" 2017-03-31   
402                                      Staple holder 2014-12-02   
404                                     Staple remover 2015-11-15   
405                         Staple-based wall hangings 2015-05-04   
406                         Staple-based wall hangings 2016-06-04   
413             Sterilite Show Offs Storage Containers 2015-12-27   
414                            Storex Dura Pro Binders 2015-05-31   
415                            Storex Dura Pro Binders 2017-05-28   
416   Storex DuraTech Recycled Plastic Frosted Binders 2017-06-16   
417             Tenex "The Solids" Textured Chair Mats 2016-09-03   
418           Tenex Chairmat w/ Average Lip, 45" x 53" 2016-11-29   
419           Tenex Chairmats For Use with Hard Floors 2014-12-29   
425  Tenex Traditional Chairmats for Hard Floors, A... 2015-05-31   
427                        Tennsco Double-Tier Lockers 2015-12-17   
428                              Tennsco Lockers, Gray 2017-02-16   
434     Tripp Lite Isotel 8 Ultra 8 Outlet Metal Surge 2015-05-10   
435  Tripp Lite TLP810NET Broadband Surge for Modem... 2014-12-09   
436             Tuff Stuff Recycled Round Ring Binders 2015-07-12   
439                       Vinyl Sectional Post Binders 2015-09-27   
444      Wilson Jones 1" Hanging DublLock Ring Binders 2017-07-21   
445   Wilson Jones Century Plastic Molded Ring Binders 2014-06-07   
446            Wilson Jones Easy Flow II Sheet Lifters 2016-12-19   
447            Wilson Jones Easy Flow II Sheet Lifters 2017-08-29   
448    Wilson Jones International Size A4 Ring Binders 2017-12-23   
449               Wilson Jones Standard D-Ring Binders 2017-06-22   
450  Wilson Jones Turn Tabs Binder Tool for Ring Bi... 2014-11-18   
490   XtraLife ClearVue Slant-D Ring Binder, White, 3" 2016-09-03   
491  XtraLife ClearVue Slant-D Ring Binders by Card... 2016-11-13   

     Total_Sales  Total_Profit  
3        23.9760     -14.38560  
5        25.1760     -33.35820  
6         2.9600      -1.40600  
7        53.0880    -108.83040  
9        29.9320     -46.39460  
10       10.4300     -18.25250  
15        2.8900      -4.76850  
16       26.4060     -71.29620  
17        2.8080      -4.49280  
18        2.9920      -4.48800  
44      913.4300     -52.19600  
45      180.9800    -172.60608  
56      104.5800    -172.55700  
57        2.3080      -3.46200  
58        2.8800      -4.46400  
59        1.7280      -2.67840  
60        2.3040      -3.57120  
61        3.1680      -4.75200  
62        0.8360      -1.33760  
63        1.5920      -2.62680  
66        8.9520     -14.77080  
69        9.9800     -16.46700  
70        3.8280      -6.50760  
71        5.1040      -8.67680  
72        7.6560     -13.01520  
73        1.7880      -3.03960  
74        1.7880      -3.03960  
76        2.8640      -4.58240  
77        8.5680     -14.56560  
78       16.0300     -25.64800  
79       24.5880     -38.11140  
82      292.1000    -172.60608  
83      219.0750    -131.44500  
84       69.3750     -47.17500  
85      235.9200     -44.23500  
86      123.5520     -29.34360  
87       82.3680     -19.56240  
88      164.7360     -39.12480  
89        4.3560     -11.76120  
90        5.5880     -15.08760  
91       23.9920     -62.37920  
93       58.4640    -146.16000  
94       35.0160      -2.18850  
96      617.7000    -172.60608  
97      652.4500    -172.60608  
98      145.9800     -99.26640  
99      268.9350    -172.60608  
101       2.2960      -3.90320  
103      14.0160     -31.53600  
109     765.6250    -172.60608  
110     601.4700    -172.60608  
111     626.1000    -172.60608  
113     825.1740    -117.88200  
114     493.4300     -70.49000  
115     141.3720     -14.13720  
116       1.8920      -0.99330  
120       3.7980      -5.88690  
121       4.7880      -7.90020  
122       8.6900     -14.77300  
123     195.1360     -43.90560  
124      94.1920    -164.83600  
125      13.4560     -23.54800  
126     480.9600    -172.60608  
127     108.9250     -71.89050  
128     355.4550    -172.60608  
133       2.3340      -6.30180  
135       1.6800      -2.68800  
137       6.4640      -4.04000  
138      61.5440     -40.00360  
139       8.7920      -5.71480  
141      22.7520      -8.53200  
142      16.1560     -12.11700  
143      24.2880     -12.75120  
144      32.9520     -19.77120  
145      10.9840      -7.96340  
147     317.0580     -18.11760  
148       8.5440      -7.47600  
149       8.5440      -7.47600  
150      10.4760      -6.80940  
151      84.2720     -75.84480  
156     151.9600    -172.60608  
157      12.1320      -8.49240  
158       4.0440      -2.83080  
159      22.2000     -26.08500  
160      44.4000     -52.17000  
161     159.0400    -172.60608  
162     254.7440    -172.60608  
163      30.3440     -31.86120  
164       8.8560      -6.86340  
165      17.4960      -7.43580  
167       4.7120      -1.88480  
168      77.7200     -66.06200  
169      29.3200     -24.18900  
172      73.1760    -172.60608  
173      14.1360      -7.77480  
174       7.6920      -3.65370  
175      32.0640     -12.82560  
176     102.3360     -12.79200  
177      20.7680     -52.95840  
178       9.3600     -16.38000  
179       8.1340     -13.82780  
181     762.5940    -172.60608  
182      17.4600     -30.55500  
183     381.7200     -66.80100  
184     646.2000      -8.07750  
185      22.6080     -10.17360  
186      60.2880     -27.12960  
187      22.6080     -10.17360  
188      11.3640     -17.04600  
189       7.7600      -2.13400  
190       5.5840      -1.67520  
191       7.9680      -2.39040  
192      12.1280     -20.61760  
193       5.1760      -7.76400  
194      11.4160     -18.83640  
195      43.3720     -69.39520  
196      33.5680     -53.70880  
197     442.3720    -172.60608  
198       3.5400      -5.48700  
199       8.8500     -13.71750  
200      12.1760     -18.87280  
201      27.3960     -42.46380  
202       9.2640     -13.89600  
203      96.7840    -145.17600  
204      14.4800     -23.89200  
209     128.0580     -23.78220  
210      47.9920      -2.05680  
211     797.9440     -56.99600  
212     359.7720      -5.13960  
213     539.6580      -7.70940  
214     600.5580      -8.57940  
215     569.0580    -172.60608  
216     253.3720     -14.47840  
217     258.2790     -70.10430  
218     602.6510    -163.57670  
219     191.0790     -38.21580  
220     127.3860     -25.47720  
221     844.1160     -36.17640  
222     421.3720      -6.01960  
223     845.4880     -12.07840  
224     383.6070      -5.48010  
225      62.9580      -2.69820  
226     254.6040     -18.18600  
227     470.3020     -87.34180  
228     106.8690     -29.00730  
229     701.3720     -50.09800  
230     213.1150     -15.22250  
231     170.0720     -12.14800  
232     382.1160     -92.79960  
234     520.4640     -14.87040  
235     520.4640     -14.87040  
239      75.6000    -166.32000  
240       2.1820      -3.60030  
243     181.9860     -54.59580  
244       5.7680     -13.55480  
246     424.1160     -30.29400  
247     408.4220      -5.83460  
248     747.5580     -96.11460  
249      66.6450     -42.65280  
250     239.3580     -47.87160  
251     526.3440     -75.19200  
252     796.4250    -172.60608  
253      92.0640    -172.60608  
254     143.1280    -172.60608  
255      34.5040     -15.52680  
256      51.7560     -33.64140  
257      41.5520     -19.73720  
258      94.4280     -42.49260  
259      56.3280     -26.75580  
263       4.6000      -8.05000  
264    1419.9192    -172.60608  
265     304.9900    -172.60608  
266     182.9940    -172.60608  
267       3.9800      -6.56700  
270       1.9080      -3.24360  
271       3.2080      -5.29320  
275     214.9500    -120.37200  
276     177.2250    -120.51300  
277      48.7920    -126.85920  
278      52.4480    -131.12000  
283      50.1200      -0.62650  
284      40.6800      -7.11900  
285      19.0400      -1.42800  
289      91.2750     -67.54350  
290      26.1760      -3.27200  
291      39.2640      -4.90800  
293      43.5600      -4.90050  
302     419.6800    -172.60608  
303       2.0320      -1.32080  
304       8.7360      -4.80480  
305      14.5600      -6.18800  
328     634.1160    -172.11720  
329      10.7760      -4.84920  
330     384.9440    -126.48160  
331     183.3720     -36.67440  
332     366.7440    -110.02320  
333    1362.9000     -19.47000  
334      39.9840      -8.99640  
336     113.3720      -3.23920  
339       1.7280      -2.76480  
340      11.2120     -16.81800  
341      44.8480     -67.27200  
343      34.3600      -7.30150  
348      42.6160     -68.18560  
349       2.9460      -4.86090  
350       1.9640      -3.24060  
359      17.9040     -31.33200  
363      35.1680      -8.35240  
364      35.1680      -8.35240  
365      32.5920      -7.74060  
366     266.3520    -172.60608  
367     272.7360     -64.77480  
368      97.9840     -24.49600  
369     331.5360     -82.88400  
370     221.0240     -55.25600  
371      89.7680      -2.56480  
373      37.2960      -1.06560  
374     230.3760     -48.95490  
375     230.3760     -48.95490  
376      72.7840     -18.19600  
382      95.9760     -10.79730  
385       8.6820     -14.75940  
386     359.0580     -71.81160  
387     359.0580     -35.90580  
391      14.2240     -10.31240  
392      64.9600     -43.84800  
393      35.0400      -7.00800  
394      13.4680     -22.89560  
402       2.3940      -6.34410  
404       8.7200      -1.74400  
405      22.2880      -8.91520  
406      11.6880      -4.67520  
413      12.6720      -3.16800  
414       3.5640      -6.23700  
415       3.5640      -6.23700  
416       5.9360      -8.90400  
417      83.9520     -90.24840  
418     242.1760    -172.60608  
419      38.9760     -50.66880  
425      51.5600     -61.87200  
427     180.0160     -15.75140  
428      50.3520      -8.18220  
434      70.9700    -172.60608  
435      20.3880     -53.00880  
436       1.9280      -2.98840  
439      15.0800     -22.62000  
444       2.1120      -3.37920  
445      12.4620     -20.56230  
446       1.8000      -2.88000  
447       3.2400      -5.18400  
448      13.8400     -22.14400  
449       3.0360      -5.00940  
450       2.8920      -4.91640  
490       8.8080     -14.97360  
491       3.1360      -4.70400  
No description has been provided for this image
Zarar eden ürünler için eyalet: Ohio
                                          Product_Name Order_Date  \
2                                  3M Organizer Strips 2017-09-09   
3                               AT&T 1080 Corded phone 2017-12-27   
4                                          AT&T CL2909 2017-12-02   
5                                    Acco 3-Hole Punch 2016-11-20   
7                        Acco D-Ring Binder w/DublLock 2014-11-02   
8                        Acco D-Ring Binder w/DublLock 2015-08-21   
9                        Acco D-Ring Binder w/DublLock 2015-10-03   
10   Acco Data Flex Cable Posts For Top & Bottom Lo... 2017-09-09   
11        Acco Economy Flexible Poly Round Ring Binder 2014-11-01   
12        Acco Economy Flexible Poly Round Ring Binder 2017-12-26   
13                     Acco Expandable Hanging Binders 2014-11-24   
14                           Acco Hanging Data Binders 2015-02-14   
15            Acco Perma 4000 Stacking Storage Drawers 2016-11-10   
16            Acco Perma 4000 Stacking Storage Drawers 2016-12-11   
17   Acco Pressboard Covers with Storage Hooks, 14 ... 2017-02-17   
18            Acco Suede Grain Vinyl Round Ring Binder 2014-09-13   
19                 Accohide Poly Flexible Ring Binders 2015-09-24   
20                 Accohide Poly Flexible Ring Binders 2017-11-13   
23                  Acme Rosewood Handle Letter Opener 2015-11-21   
32                                Angle-D Ring Binders 2017-12-22   
34   Anker 36W 4-Port USB Wall Charger Travel Power... 2017-02-02   
35   Anker Ultrathin Bluetooth Wireless Keyboard Al... 2017-01-27   
36                                      Apple iPhone 5 2014-05-18   
37                                      Apple iPhone 5 2017-09-24   
41                            Avaya 5410 Digital phone 2017-04-20   
53   Avery Binding System Hidden Tab Executive Styl... 2017-03-16   
54                          Avery Durable Poly Binders 2016-08-22   
57                         Avery Metallic Poly Binders 2014-01-13   
58   Avery Recycled Flexi-View Covers for Binding S... 2016-11-20   
59   Avery Triangle Shaped Sheet Lifters, Black, 2/... 2016-12-15   
64              Belkin 19" Center-Weighted Shelf, Gray 2015-11-20   
72            Bevis Round Conference Table Top, X-Base 2017-07-03   
79    Bush Andora Bookcase, Maple/Graphite Gray Finish 2016-03-29   
80   Bush Andora Conference Table, Maple/Graphite G... 2016-04-19   
81   Bush Westfield Collection Bookcases, Medium Ch... 2016-11-20   
82   Bush Westfield Collection Bookcases, Medium Ch... 2017-05-28   
84   Cardinal HOLDit! Binder Insert Strips,Extra St... 2017-06-01   
85     Cardinal Slant-D Ring Binder, Heavy Gauge Vinyl 2014-08-25   
86             Carina 42"Hx23 3/4"W Media Storage Unit 2017-11-04   
87         Carina Mini System Audio Rack, Model AR050B 2014-04-28   
88                Catalog Binders with Expanding Posts 2016-04-08   
89   Chromcraft Bull-Nose Wood 48" x 96" Rectangula... 2016-10-21   
90   Chromcraft Bull-Nose Wood Oval Conference Tabl... 2014-03-28   
91            Chromcraft Rectangular Conference Tables 2017-10-20   
92                        Cisco 8961 IP Phone Charcoal 2016-05-03   
93                  Cisco 9971 IP Video Phone Charcoal 2015-01-02   
94                  Cisco IP Phone 7961G-GE VoIP phone 2016-08-14   
95                  Cisco IP Phone 7961G-GE VoIP phone 2017-09-10   
96             Cisco Unified IP Phone 7945G VoIP phone 2015-04-30   
97                                    Clearsounds A400 2016-03-29   
105          Cubify CubeX 3D Printer Double Head Print 2015-12-15   
106          Cubify CubeX 3D Printer Double Head Print 2016-11-25   
107  Cush Cases Heavy Duty Rugged Cover Case for Sa... 2017-06-02   
108  Cyber Acoustics AC-202b Speech Recognition Ste... 2016-01-11   
113  DXL Angle-View Binders with Locking Rings by S... 2017-05-04   
115  Deflect-o EconoMat Studded, No Bevel Mat for L... 2017-09-09   
117  Deflect-o RollaMat Studded, Beveled Mat for Me... 2017-02-11   
118          Deluxe Heavy-Duty Vinyl Round Ring Binder 2017-06-21   
120  Dexim XPower Skin Super-Thin Power Case for iP... 2017-07-21   
127             Eldon "L" Workstation Diamond Chairmat 2014-12-27   
131  Eldon Cleatmat Plus Chair Mats for High Pile C... 2014-12-20   
133                           Eldon Gobal File Keepers 2016-09-25   
136                  Eldon Shelf Savers Cubes and Bins 2014-03-03   
142  Epson TM-T88V Direct Thermal Printer - Monochr... 2017-11-13   
149        Fellowes Bankers Box Stor/Drawer Steel Plus 2017-09-29   
150               Fellowes Black Plastic Comb Bindings 2016-09-23   
151               Fellowes Black Plastic Comb Bindings 2017-02-03   
153                  Fellowes Neat Ideas Storage Cubes 2014-07-20   
154                  Fellowes Officeware Wire Shelving 2015-12-18   
157            Fellowes Twister Kit, Gray/Clear, 3/pkg 2017-12-18   
163          GBC DocuBind P50 Personal Binding Machine 2014-08-19   
164   GBC Ibimaster 500 Manual ProClick Binding System 2016-11-25   
165                       GBC Personal VeloBind Strips 2017-08-18   
166                     GBC Plasticlear Binding Covers 2015-12-11   
167                  GBC ProClick Punch Binding System 2017-07-30   
168                     GBC Recycled VeloBinder Covers 2017-09-04   
169                   GBC Standard Therm-A-Bind Covers 2014-11-01   
170                   GBC Standard Therm-A-Bind Covers 2015-02-14   
171                   GBC Standard Therm-A-Bind Covers 2016-09-11   
172                GBC Twin Loop Wire Binding Elements 2016-11-10   
173                            GBC VeloBind Cover Sets 2017-03-02   
174                              GBC VeloBinder Strips 2016-08-28   
175  GBC Velobind Prepunched Cover Sets, Regency Se... 2015-04-16   
176                                        GE 30524EE4 2015-01-12   
180                               Geemarc AmpliPOWER60 2017-03-16   
181                          Global Chrome Stack Chair 2017-05-08   
182  Global Commerce Series High-Back Swivel/Tilt C... 2015-08-21   
183  Global Commerce Series Low-Back Swivel/Tilt Ch... 2017-02-17   
184                    Global Ergonomic Managers Chair 2017-06-19   
185          Global Executive Mid-Back Manager's Chair 2014-11-24   
186                Global Italian Leather Office Chair 2014-10-15   
187  Global Leather Highback Executive Chair with P... 2014-04-23   
188      Global Leather and Oak Executive Chair, Black 2016-11-12   
189                       Global Low Back Tilter Chair 2015-12-06   
190         Global Push Button Manager's Chair, Indigo 2016-09-05   
191                     Global Value Steno Chair, Gray 2016-11-21   
192    Global Wood Trimmed Manager's Task Chair, Khaki 2017-09-29   
193                                     Google Nexus 5 2015-02-14   
198  Hewlett-Packard Deskjet F4180 All-in-One Color... 2014-10-10   
199                  High-Back Leather Manager's Chair 2015-01-27   
203  Hon 4070 Series Pagoda Round Back Stacking Chairs 2016-11-12   
204                      Hon 94000 Series Round Tables 2014-10-31   
206               Hon Multipurpose Stacking Arm Chairs 2014-12-01   
207  Hon Practical Foundations 30 x 60 Training Tab... 2014-10-21   
208                  Hon Rectangular Conference Tables 2014-12-14   
209                  Hon Rectangular Conference Tables 2017-12-25   
218  I Need's 3d Hello Kitty Hybrid Silicone Case C... 2014-11-02   
220                 Ibico Plastic Spiral Binding Combs 2014-07-20   
221                  Ibico Standard Transparent Covers 2015-12-06   
222                  Ibico Standard Transparent Covers 2015-12-24   
227  Imation�8gb Micro Traveldrive Usb 2.0�Flash Drive 2015-10-03   
229            Insertable Tab Indexes For Data Binders 2014-08-25   
230                Insertable Tab Post Binder Dividers 2015-11-05   
231      JBL Micro Wireless Portable Bluetooth Speaker 2015-02-08   
232      JBL Micro Wireless Portable Bluetooth Speaker 2017-01-27   
233           Jabra SPEAK 410 Multidevice Speakerphone 2017-11-12   
234                         KI Adjustable-Height Table 2015-12-26   
237         Kingston Digital DataTraveler 32GB USB 2.0 2017-04-11   
238     LG Electronics Tone+ HBS-730 Bluetooth Headset 2015-01-12   
239                Large Capacity Hanging Post Binders 2014-12-05   
240  Lesro Round Back Collection Coffee Table, End ... 2016-12-11   
244                        Lock-Up Easel 'Spel-Binder' 2017-11-19   
246                      Logitech G105 Gaming Keyboard 2014-10-03   
252                       Logitech Media Keyboard K200 2017-11-16   
256  Logitech�VX Revolution Cordless Laser Mouse fo... 2016-05-03   
257  Lunatik TT5L-002 Taktik Strike Impact Protecti... 2014-12-05   
264                Mediabridge Sport Armband iPhone 5s 2016-10-09   
266  Memorex 25GB 6X Branded Blu-Ray Recordable Dis... 2016-11-10   
274                                      Motorola L804 2017-11-26   
277  Newell 3-Hole Punched Plastic Slotted Magazine... 2014-12-17   
291                Nortel Meridian M5316 Digital phone 2015-01-27   
292                   Novimex Swivel Fabric Task Chair 2015-05-29   
296  O'Sullivan 2-Door Barrister Bookcase in Odessa... 2015-01-02   
297         O'Sullivan 4-Shelf Bookcase in Odessa Pine 2014-03-03   
298     O'Sullivan Living Dimensions 3-Shelf Bookcases 2016-03-24   
304       Office Star - Contemporary Task Swivel Chair 2016-09-24   
305  Office Star - Contemporary Task Swivel chair w... 2016-12-11   
306  Office Star Flex Back Scooter Chair with White... 2017-11-02   
307          OtterBox Defender Series Case - iPhone 5c 2017-03-16   
308                  PNY Rapid USB Car Charger - Black 2014-11-18   
309             Padded Folding Chairs, Black, 4/Carton 2015-11-21   
311                 Panasonic KX T7736-B Digital phone 2014-12-05   
312                   Panasonic KX TS208W Corded phone 2016-10-21   
313                  Panasonic KX TS3282W Corded phone 2015-12-15   
314  Panasonic KX-TG6844B Expandable Digital Cordle... 2017-06-01   
316                                 Panasonic Kx-TS550 2016-01-22   
317                                  Plantronics 81402 2015-04-16   
321                     Plantronics Voyager Pro Legend 2016-08-14   
322         Polycom CX300 Desktop Phone USB VoIP phone 2014-11-02   
323          Polycom SoundStation2 EX Conference�phone 2015-12-06   
324                         Polycom VVX 310 VoIP phone 2015-01-27   
325                    Premier Automatic Letter Opener 2017-11-02   
326              Premier Elliptical Ring Binder, Black 2014-09-12   
327              Premier Elliptical Ring Binder, Black 2014-10-10   
328  Premium Transparent Presentation Covers, No Pa... 2017-05-14   
330  Pressboard Hanging Data Binders for Unburst Sh... 2014-11-18   
331  Pressboard Hanging Data Binders for Unburst Sh... 2016-09-05   
332                        Prestige Round Ring Binders 2017-11-14   
333                        Prestige Round Ring Binders 2017-11-16   
336                        Recycled Easel Ring Binders 2016-09-05   
338  Recycled Pressboard Report Cover with Reinforc... 2016-09-27   
340  Riverside Furniture Oval Coffee Table, Oval En... 2015-12-27   
341    Riverside Furniture Stanwyck Manor Table Series 2014-04-08   
342    Riverside Furniture Stanwyck Manor Table Series 2017-09-29   
344  Rubbermaid ClusterMat Chairmats, Mat Size- 66"... 2016-09-23   
345              SAFCO Commercial Wire Shelving, Black 2016-09-25   
346              SAFCO Commercial Wire Shelving, Black 2017-05-16   
348  SAFCO PlanMaster Boards, 60w x 37-1/2d, White ... 2017-02-17   
349  SAFCO PlanMaster Heigh-Adjustable Drafting Tab... 2017-04-29   
350                          Safco Commercial Shelving 2017-12-09   
351                          Safco Industrial Shelving 2014-12-27   
352                          Safco Industrial Shelving 2016-09-17   
354  Safco Value Mate Series Steel Bookcases, Baked... 2015-10-03   
355  Samsung Galaxy S III - 16GB - pebble blue (T-M... 2014-11-24   
356  Samsung Galaxy S III - 16GB - pebble blue (T-M... 2017-07-14   
357                                  Samsung Galaxy S4 2014-11-24   
361  SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2015-10-05   
362  SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2017-11-04   
364                   Satellite Sectional Post Binders 2017-12-25   
365  Sauder Forest Hills Library with Doors, Woodla... 2015-06-28   
370         Situations Contoured Folding Chairs, 4/Set 2016-09-18   
371                         SlimView Poly Binder, 3/8" 2017-10-21   
376                Speck Products Candyshell Flip Case 2015-01-02   
377  SpineVue Locking Slant-D Ring Binders by Cardinal 2017-04-16   
378                          Square Credit Card Reader 2016-11-10   
384                                     Staple remover 2016-11-10   
391                               Super Bands, 12/Pack 2015-04-16   
392       Swingline SM12-08 MicroCut Jam Free Shredder 2015-12-24   
395           Tenex Chairmats For Use with Hard Floors 2015-08-21   
397              Tennsco 6- and 18-Compartment Lockers 2017-04-20   
398                        Tennsco Industrial Shelving 2016-05-03   
399                        Tennsco Industrial Shelving 2016-12-31   
401             Tensor "Hersey Kiss" Styled Floor Lamp 2015-05-29   
402         Texas Instrument TI-15 Fraction Calculator 2016-11-21   
410  Universal Recycled Hanging Pressboard Report B... 2016-12-08   
411  Universal Recycled Hanging Pressboard Report B... 2016-12-23   
412                              V7 USB Numeric Keypad 2016-11-24   
415                       Vinyl Sectional Post Binders 2017-07-21   
416                                       Vtech CS6719 2017-02-17   
418      Wilson Jones 1" Hanging DublLock Ring Binders 2016-07-21   
419                    Wilson Jones Active Use Binders 2017-09-04   
420   Wilson Jones Century Plastic Molded Ring Binders 2016-12-12   
421  Wilson Jones Clip & Carry Folder Binder Tool f... 2017-04-20   
422         Wilson Jones Custom Binder Spines & Labels 2014-08-25   
423  Wilson Jones Elliptical Ring 3 1/2" Capacity B... 2015-11-15   
424  Wilson Jones Hanging Recycled Pressboard Data ... 2016-04-10   
464  XtraLife ClearVue Slant-D Ring Binders by Card... 2017-04-23   
467                         Zipper Ring Binder Pockets 2014-04-23   

     Total_Sales  Total_Profit  
2         4.8600      -3.56400  
3       164.3880     -35.61740  
4       151.1880     -25.19800  
5         2.6280      -1.92720  
7        19.2420     -13.46940  
8        12.8280      -8.97960  
9        32.0700     -22.44900  
10        6.2580      -5.21500  
11        3.1320      -2.61000  
12        3.1320      -2.61000  
13        5.7420      -4.59360  
14        2.2860      -1.67640  
15       38.9760      -2.43600  
16       64.9600      -4.06000  
17        5.7150      -4.76250  
18        2.5020      -2.00160  
19        6.7320      -4.48800  
20       11.2200      -7.48000  
23       15.8800      -3.77150  
32        1.6410      -1.31280  
34       59.9700     -11.99400  
35       71.9760      -8.99700  
36      779.7960    -168.95580  
37     1169.6940    -172.60608  
41      122.3820     -24.47640  
53        5.1930      -3.46200  
54        3.3180      -2.65440  
57        3.4380      -2.52120  
58       14.4270     -10.57980  
59        2.2140      -1.47600  
64      141.5520     -26.54100  
72      215.1480    -103.98820  
79      299.9750    -167.98600  
80      205.1760     -58.13320  
81       86.9700     -48.70320  
82      115.9600     -64.93760  
84        3.7980      -2.65860  
85       20.8560     -16.68480  
86      194.3520     -43.72920  
87      177.5680     -37.73320  
88      121.1040    -100.92000  
89      661.1760    -172.60608  
90      330.5880    -143.25480  
91      284.3640     -75.83040  
92      224.9370    -164.95380  
93     1188.0000    -172.60608  
94      259.8960     -56.31080  
95      259.8960     -56.31080  
96     1022.9700    -172.60608  
97      158.3760     -36.95440  
105    1419.9192    -172.60608  
106    1419.9192    -172.60608  
107       2.9700      -0.64350  
108      15.5880      -9.87240  
113       2.3130      -1.92750  
115      66.1120      -9.09040  
117     147.5680      -3.68920  
118      41.2560     -34.38000  
120     210.5640     -52.64100  
127     182.3520     -18.23520  
131     190.8480     -21.47040  
133      24.2240      -4.84480  
136      44.6720     -10.05120  
142     652.9950    -172.60608  
149      51.1680      -6.39600  
150      12.2010      -9.76080  
151       5.2290      -4.18320  
153      25.9840      -5.19680  
154     646.7760    -145.52460  
157       7.2360      -6.03000  
163      76.7760     -58.86160  
164     456.5880    -172.60608  
165      10.7820      -7.90680  
166      10.3320      -7.57680  
167      76.7760     -53.74320  
168      25.5600     -20.44800  
169      22.4280     -17.94240  
170      14.9520     -11.96160  
171      22.4280     -17.94240  
172      69.8880     -46.59200  
173      18.5280     -12.35200  
174      18.4320     -12.28800  
175      55.4700     -46.22500  
176     235.1880     -43.11780  
180     445.4400     -81.66400  
181      47.9920      -2.05680  
182     598.4580     -42.74700  
183     899.4300     -12.84900  
184     760.1160     -43.43520  
185     611.0580     -34.91760  
186     183.3720      -7.85880  
187     562.7440     -24.11760  
188    1419.9192     -21.06860  
189      70.6860     -24.23520  
190      85.2460      -1.21780  
191     127.5540      -9.11100  
192      63.6860     -15.46660  
193     323.9820     -80.99550  
198     101.9940     -71.39580  
199     181.9860     -54.59580  
203     449.3720     -12.83920  
204    1419.9192    -172.60608  
206     909.7200     -51.98400  
207     409.5900    -122.87700  
208     136.5300     -52.33650  
209     273.0600    -104.67300  
218      50.2320     -10.04640  
220      27.3600     -21.88800  
221      14.8320     -10.38240  
222      19.7760     -13.84320  
227      24.0000      -2.70000  
229       2.8620      -2.28960  
230       7.2180      -5.53380  
231     107.9820     -26.99550  
232     107.9820     -26.99550  
233     370.7820     -92.69550  
234      51.5880     -15.47640  
237      27.1200      -4.74600  
238     107.1180     -21.42360  
239      29.9400     -23.95200  
240     328.5900    -147.86550  
244      59.9130     -45.93330  
246     142.4880      -3.56220  
252     139.9600      -1.74950  
256     431.9760     -75.59580  
257      36.7380      -9.18450  
264      23.9760     -15.58440  
266     178.9200     -29.07450  
274     220.7520     -40.47120  
277       5.4840      -4.02160  
291     155.3700     -36.25300  
292     317.0580     -86.05860  
296     452.4500    -172.60608  
297     302.4500    -172.60608  
298     301.4700    -172.60608  
304     155.3720     -13.31760  
305     458.4300    -137.52900  
306     155.3720     -35.51360  
307      44.3760      -7.39600  
308       9.5880      -2.07740  
309     396.8020     -11.33720  
311     179.9400     -44.98500  
312     235.1520     -47.03040  
313     101.9880     -16.99800  
314     158.3760     -34.31480  
316     110.3760     -20.23560  
317     118.7820     -27.71580  
321     247.1880     -49.43760  
322     539.9640    -107.99280  
323     485.9400     -89.08900  
324     431.9760    -100.79440  
325     384.5920     -81.72580  
326      63.9240     -46.87760  
327      18.2640     -13.39360  
328      58.1700     -46.53600  
330      11.8080      -8.65920  
331       8.8560      -6.49440  
332       3.6480      -2.79680  
333       1.8240      -1.39840  
336       8.9520      -7.46000  
338       2.9070      -2.03490  
340    1419.9192    -172.60608  
341     172.1100     -94.66050  
342     344.2200    -172.60608  
344     532.7040     -26.63520  
345     331.5360     -82.88400  
346     221.0240     -55.25600  
348     455.9700    -106.39300  
349    1048.3500     -69.89000  
350      37.2080      -7.44160  
351     118.1600     -25.10900  
352     295.4000     -62.77250  
354      35.4900     -15.61560  
355    1049.9700    -172.60608  
356    1419.9192    -172.60608  
357    1419.9192    -172.60608  
361      53.0400      -4.64100  
362      70.7200      -6.18800  
364      13.0230     -10.41840  
365     482.9400    -172.60608  
370      99.3720      -7.09800  
371       6.2160      -4.97280  
376      62.9820     -14.69580  
377      13.7100     -10.05400  
378      41.9580      -9.79020  
384      14.7200      -3.31200  
391      10.4160      -2.21340  
392     479.9880    -172.60608  
395      25.9840      -3.89760  
397     848.5440     -21.21360  
398     195.6400     -44.01900  
399     156.5120     -35.21520  
401      41.5680      -4.15680  
402      30.3450     -24.27600  
410      12.9570      -9.50180  
411       5.5530      -4.07220  
412     139.9600     -22.74350  
415      33.9300     -22.62000  
416      57.5940     -11.51880  
418      11.0880      -8.13120  
419       4.3680      -3.05760  
420      18.6930     -14.33130  
421       8.7000      -6.38000  
422       6.5280      -4.56960  
423     166.9200    -116.84400  
424       8.9040      -6.52960  
464      11.7600      -7.84000  
467       7.4880      -5.24160  
No description has been provided for this image
Zarar eden ürünler için eyalet: Oregon
                                          Product_Name Order_Date  \
4    Acco Flexible ACCOHIDE Square Ring Data Binder... 2015-09-04   
5    Acco PRESSTEX Data Binder with Storage Hooks, ... 2014-12-08   
6         Acco Side-Punched Conventional Columnar Pads 2014-12-08   
13        Avery 3 1/2" Diskette Storage Pages, 10/Pack 2016-12-22   
18           Avery Reinforcements for Hole-Punch Pages 2016-11-03   
19           Avery Reinforcements for Hole-Punch Pages 2017-11-17   
20   Avery Self-Adhesive Photo Pockets for Polaroid... 2015-10-26   
21         Avery Trapezoid Extra Heavy Duty 4" Binders 2017-09-04   
23            Balt Split Level Computer Training Table 2015-08-02   
31          Bretford Rectangular Conference Table Tops 2016-12-15   
32    Bush Cubix Collection Bookcases, Fully Assembled 2015-10-05   
33         Carina Mini System Audio Rack, Model AR050B 2014-11-01   
34   Chromcraft Bull-Nose Wood 48" x 96" Rectangula... 2014-12-06   
35                      Clear Mylar Reinforcing Strips 2016-03-20   
42                   Fellowes Officeware Wire Shelving 2015-10-26   
44   Flexible Leather- Look Classic Collection Ring... 2017-11-06   
45                              GBC Imprintable Covers 2016-08-22   
46                    GBC Poly Designer Binding Covers 2016-09-25   
47   GBC Standard Recycled Report Covers, Clear Pla... 2017-10-02   
49   Global Enterprise Series Seating High-Back Swi... 2016-11-04   
51          Global Highback Leather Tilter in Burgundy 2015-10-05   
58                Iceberg OfficeWorks 42" Round Tables 2016-12-18   
60      Jawbone MINI JAMBOX Wireless Bluetooth Speaker 2014-11-26   
61                                KI Conference Tables 2017-10-22   
65                           Macally Suction Cup Mount 2016-12-18   
73                           Novimex Fabric Task Chair 2016-11-21   
74          O'Sullivan 4-Shelf Bookcase in Odessa Pine 2017-09-19   
75          O'Sullivan 4-Shelf Bookcase in Odessa Pine 2017-10-02   
76   Office Impressions Heavy Duty Welded Shelving ... 2014-11-26   
77   Office Star - Contemporary Task Swivel chair w... 2016-11-04   
78                                Okidata B401 Printer 2016-11-03   
79   OtterBox Commuter Series Case - Samsung Galaxy S4 2015-08-10   
86                      Plantronics Single Ear Headset 2014-09-17   
88             Plymouth Boxed Rubber Bands by Plymouth 2017-06-25   
95   SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2014-12-08   
96   SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2015-10-02   
97   SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2017-05-30   
98   Serrated Blade or Curved Handle Hand Letter Op... 2016-11-04   
100    Sony Micro Vault Click 8 GB USB 2.0 Flash Drive 2016-12-18   
103          Tensor Brushed Steel Torchiere Floor Lamp 2017-05-30   
106                       Vinyl Sectional Post Binders 2016-12-18   
109            Wilson Jones Easy Flow II Sheet Lifters 2017-07-09   
123                  i.Sound Portable Power - 8000 mAh 2016-03-20   

     Total_Sales  Total_Profit  
4          9.762      -6.83340  
5          6.456      -4.51920  
6         13.880      -2.60250  
13        31.320     -25.05600  
18         4.158      -3.46500  
19         4.158      -3.46500  
20        14.301     -10.48740  
21        88.074     -58.71600  
23       277.500    -172.60608  
31       564.195    -172.60608  
32        66.294    -103.86060  
33       443.920     -94.33300  
34       275.490    -170.80380  
35        16.821     -12.89610  
42       718.640    -161.69400  
44         5.682      -3.78800  
45        26.352     -18.44640  
46         5.022      -3.51540  
47        22.638     -16.60120  
49       650.352     -97.55280  
51       291.168     -14.55840  
58       377.450    -172.60608  
60       438.336     -87.66720  
61       177.225    -120.51300  
65        28.680      -7.17000  
73       195.136     -12.19600  
74        72.588    -128.23880  
75       217.764    -172.60608  
76       669.080    -167.27000  
77       104.784     -14.40780  
78       179.991    -172.60608  
79       139.944     -31.48740  
86        29.925     -21.94500  
88        11.304      -2.11950  
95       103.920     -18.18600  
96        53.040      -4.64100  
97        35.360      -3.09400  
98        17.584      -4.17620  
100      112.776      -8.45820  
103       13.592      -0.33980  
106       45.240     -30.16000  
109        1.080      -0.79200  
123       84.784     -20.13620  
No description has been provided for this image
Zarar eden ürünler için eyalet: Pennsylvania
                                          Product_Name Order_Date  \
4                             36X48 HARDFLOOR CHAIRMAT 2015-03-05   
6                                  3M Organizer Strips 2015-07-11   
8                     ACCOHIDE 3-Ring Binder, Blue, 1" 2017-02-24   
9                        AT&T 17929 Lendline Telephone 2016-03-08   
10                                   AT&T 841000 Phone 2014-01-16   
11                                   AT&T 841000 Phone 2016-04-25   
12                               Aastra 57i VoIP phone 2016-08-30   
13                 Aastra 6757i CT Wireless VoIP phone 2017-09-08   
15   Acco PRESSTEX Data Binder with Storage Hooks, ... 2017-09-19   
16            Acco Perma 2700 Stacking Storage Drawers 2017-10-21   
17            Acco Perma 4000 Stacking Storage Drawers 2015-07-05   
18   Acco Pressboard Covers with Storage Hooks, 14 ... 2017-12-01   
19   Acco Pressboard Covers with Storage Hooks, 14 ... 2015-09-17   
20   Acco Pressboard Covers with Storage Hooks, 14 ... 2016-07-07   
21   Acco Pressboard Covers with Storage Hooks, 14 ... 2017-03-30   
22   Acco Pressboard Covers with Storage Hooks, 14 ... 2014-09-17   
23   Acco Pressboard Covers with Storage Hooks, 14 ... 2015-09-25   
26            Acco Suede Grain Vinyl Round Ring Binder 2015-07-11   
37                                Aluminum Screw Posts 2015-06-07   
38                                Aluminum Screw Posts 2017-09-14   
40   Angle-D Binders with Locking Rings, Label Holders 2014-09-21   
41                                Angle-D Ring Binders 2014-05-23   
42                                Angle-D Ring Binders 2015-09-07   
43   Anker 36W 4-Port USB Wall Charger Travel Power... 2016-09-01   
44   Anker Astro Mini 3000mAh Ultra-Compact Portabl... 2016-11-05   
46                                     Apple iPhone 5S 2017-07-07   
47   Atlantic Metals Mobile 3-Shelf Bookcases, Cust... 2014-11-11   
49                            Avaya 5410 Digital phone 2016-05-23   
50        Avery 3 1/2" Diskette Storage Pages, 10/Pack 2017-05-04   
67                             Avery Arch Ring Binders 2016-01-04   
68                    Avery Durable Plastic 1" Binders 2015-08-16   
69   Avery Durable Slant Ring Binders With Label Ho... 2015-08-16   
70         Avery Durable Slant Ring Binders, No Labels 2014-09-26   
73   Avery Heavy-Duty EZD View Binder with Locking ... 2015-09-04   
75       Avery Hidden Tab Dividers for Binding Systems 2015-09-15   
76                           Avery Legal 4-Ring Binder 2016-05-23   
77                         Avery Metallic Poly Binders 2017-09-25   
78   Avery Recycled Flexi-View Covers for Binding S... 2015-09-17   
79           Avery Reinforcements for Hole-Punch Pages 2017-04-24   
80                       Avery Round Ring Poly Binders 2014-03-31   
81                       Avery Round Ring Poly Binders 2015-03-05   
82   Avery Self-Adhesive Photo Pockets for Polaroid... 2016-03-06   
83   Avery Trapezoid Ring Binder, 3" Capacity, Blac... 2017-03-11   
88   Barricks 18" x 48" Non-Folding Utility Table w... 2016-08-29   
89            Belkin 19" Vented Equipment Shelf, Black 2016-05-12   
95                             Bestar Classic Bookcase 2014-05-10   
96                     Bevis 36 x 72 Conference Tables 2017-05-03   
97                  Bevis Boat-Shaped Conference Table 2017-08-22   
98                 Bevis Oval Conference Table, Walnut 2015-11-21   
99                 Bevis Rectangular Conference Tables 2017-11-07   
100                         Bevis Steel Folding Chairs 2016-11-03   
101                                       Binder Posts 2017-09-16   
102                           Binding Machine Supplies 2016-11-26   
107  Black Avery Memo-Size 3-Ring Binder, 5 1/2" x ... 2017-05-04   
108  Blue Parrot B250XT Professional Grade Wireless... 2017-11-24   
115                 Brites Rubber Bands, 1 1/2 oz. Box 2015-11-01   
116  Brother MFC-9340CDW LED All-In-One Printer, Co... 2016-07-10   
117      Bush Cubix Conference Tables, Fully Assembled 2017-07-25   
118  Bush Heritage Pine Collection 5-Shelf Bookcase... 2015-04-05   
119                  Bush Somerset Collection Bookcase 2017-08-25   
121  C-Line Peel & Stick Add-On Filing Pockets, 8-3... 2016-09-05   
126                      Cardinal Slant-D Ring Binders 2015-04-05   
128            Carina 42"Hx23 3/4"W Media Storage Unit 2014-09-07   
129  Carina Double Wide Media Storage Towers in Nat... 2016-06-02   
130               Catalog Binders with Expanding Posts 2015-09-26   
131           Chromcraft Rectangular Conference Tables 2014-08-16   
132      Cisco 8x8 Inc. 6753i IP Business Phone System 2016-09-11   
133                 Cisco IP Phone 7961G-GE VoIP phone 2015-08-16   
134                                       Cisco SPA301 2016-09-03   
135                                      Cisco SPA508G 2017-07-13   
136                 Cisco SPA525G2 IP Phone - Wireless 2017-03-10   
137           Cisco Small Business SPA 502G VoIP phone 2017-10-26   
138                     Clear Mylar Reinforcing Strips 2017-09-22   
139            ClearOne CHATAttach 160 -�speaker phone 2016-05-10   
140  ClearSounds CSC500 Amplified Spirit Phone Cord... 2014-12-30   
141                                   Clearsounds A400 2016-04-05   
144           Compact Automatic Electric Letter Opener 2014-11-03   
145           Compact Automatic Electric Letter Opener 2017-09-25   
149  Cush Cases Heavy Duty Rugged Cover Case for Sa... 2015-04-05   
159  DXL Angle-View Binders with Locking Rings by S... 2016-06-18   
162  Deflect-o RollaMat Studded, Beveled Mat for Me... 2017-11-28   
165                              Digium D40 VoIP phone 2017-10-19   
166             Eldon "L" Workstation Diamond Chairmat 2016-12-19   
169  Eldon Antistatic Chair Mats for Low to Medium ... 2015-07-03   
170   Eldon Base for stackable storage shelf, platinum 2014-10-18   
171   Eldon Base for stackable storage shelf, platinum 2016-06-05   
179                           Eldon Gobal File Keepers 2015-09-03   
183                  Eldon Shelf Savers Cubes and Bins 2017-10-30   
188                Epson Perfection V600 Photo Scanner 2014-06-21   
194    Fellowes Bankers Box Recycled Super Stor/Drawer 2014-12-05   
195  Fellowes Bankers Box Staxonsteel Drawer File/S... 2017-07-25   
196        Fellowes Bankers Box Stor/Drawer Steel Plus 2015-05-03   
197               Fellowes Black Plastic Comb Bindings 2016-08-29   
201                  Fellowes Neat Ideas Storage Cubes 2015-05-15   
202        Fellowes PB200 Plastic Comb Binding Machine 2014-04-13   
203        Fellowes PB200 Plastic Comb Binding Machine 2014-11-18   
204        Fellowes PB200 Plastic Comb Binding Machine 2015-11-30   
205            Fellowes Twister Kit, Gray/Clear, 3/pkg 2015-09-13   
207                            First Data FD10 PIN Pad 2017-10-30   
208  GBC Clear Cover, 8-1/2 x 11, unpunched, 25 cov... 2016-12-03   
209          GBC DocuBind 300 Electric Binding Machine 2017-12-02   
210           GBC DocuBind P100 Manual Binding Machine 2015-08-21   
211         GBC DocuBind TL300 Electric Binding System 2017-09-16   
212                         GBC Durable Plastic Covers 2015-11-22   
213   GBC Ibimaster 500 Manual ProClick Binding System 2016-07-28   
214   GBC Ibimaster 500 Manual ProClick Binding System 2016-09-03   
215                             GBC Instant Report Kit 2016-07-21   
216                             GBC Instant Report Kit 2017-09-14   
217                           GBC Linen Binding Covers 2014-01-16   
218                           GBC Linen Binding Covers 2015-05-14   
219                     GBC Plasticlear Binding Covers 2016-11-28   
220                     GBC Plasticlear Binding Covers 2017-06-22   
221  GBC Premium Transparent Covers with Diagonal L... 2015-07-25   
222  GBC Premium Transparent Covers with Diagonal L... 2016-08-30   
223  GBC Prepunched Paper, 19-Hole, for Binding Sys... 2014-06-21   
224  GBC Prepunched Paper, 19-Hole, for Binding Sys... 2017-09-09   
225              GBC ProClick Spines for 32-Hole Punch 2017-04-24   
226                 GBC Recycled Grain Textured Covers 2014-06-28   
227         GBC Standard Plastic Binding Systems Combs 2017-09-28   
228        GBC Standard Plastic Binding Systems' Combs 2016-07-07   
229                   GBC Standard Therm-A-Bind Covers 2017-11-23   
230  GBC Twin Loop Wire Binding Elements, 9/16" Spi... 2014-10-25   
231                            GBC VeloBind Cover Sets 2016-03-13   
232                            GBC VeloBind Cover Sets 2017-04-30   
233  GBC Velobind Prepunched Cover Sets, Regency Se... 2016-04-03   
234  GBC Velobind Prepunched Cover Sets, Regency Se... 2017-10-26   
235                GBC White Gloss Covers, Plain Front 2015-12-05   
236                            GBC Wire Binding Strips 2015-09-07   
237                            GBC Wire Binding Strips 2016-06-25   
238                      GE 2-Jack Phone Line Splitter 2016-07-16   
240            Global Adaptabilities Conference Tables 2016-06-14   
241              Global Armless Task Chair, Royal Blue 2017-05-08   
242                          Global Chrome Stack Chair 2017-12-04   
243                    Global Comet Stacking Arm Chair 2016-09-05   
244                    Global Comet Stacking Arm Chair 2017-01-19   
245  Global Commerce Series High-Back Swivel/Tilt C... 2017-12-01   
246  Global Commerce Series Low-Back Swivel/Tilt Ch... 2017-11-30   
247                 Global Deluxe Stacking Chair, Gray 2017-07-16   
248                          Global Deluxe Steno Chair 2017-12-08   
249                    Global Ergonomic Managers Chair 2016-11-14   
250          Global High-Back Leather Tilter, Burgundy 2014-07-07   
251          Global High-Back Leather Tilter, Burgundy 2015-11-20   
253  Global Leather Highback Executive Chair with P... 2015-05-03   
254  Global Leather Highback Executive Chair with P... 2016-06-25   
255                       Global Low Back Tilter Chair 2017-09-09   
256                           Global Task Chair, Black 2016-09-05   
257    Global Wood Trimmed Manager's Task Chair, Khaki 2014-12-15   
258    Global Wood Trimmed Manager's Task Chair, Khaki 2017-11-06   
260  Gould Plastics 18-Pocket Panel Bin, 34w x 5-1/... 2015-09-15   
261  Gould Plastics 9-Pocket Panel Bin, 18-3/8w x 5... 2016-06-25   
262  Gould Plastics 9-Pocket Panel Bin, 18-3/8w x 5... 2016-07-29   
263                     Grandstream GXP1160 VoIP phone 2016-03-06   
264      Grandstream GXP2100 Mainstream Business Phone 2015-09-26   
265     Griffin GC36547 PowerJolt SE Lightning Charger 2014-07-14   
266       HON 5400 Series Task Chairs for Big and Tall 2017-08-17   
271                           Heavy-Duty E-Z-D Binders 2017-12-10   
276  Hon 2090 �Pillow Soft� Series Mid Back Swivel/... 2016-08-30   
277            Hon 30" x 60" Table with Locking Drawer 2014-09-29   
278                             Hon 4060 Series Tables 2014-09-29   
279                        Hon 5100 Series Wood Tables 2014-12-30   
282             Hon Every-Day Series Multi-Task Chairs 2014-11-17   
283                           Hon Olson Stacker Stools 2016-10-31   
297    Ibico EB-19 Dual Function Manual Binding System 2016-03-13   
298                Ibico Hi-Tech Manual Binding System 2017-01-09   
299               Ibico Recycled Grain-Textured Covers 2016-04-25   
301               Iceberg OfficeWorks 42" Round Tables 2016-08-21   
305            Insertable Tab Indexes For Data Binders 2017-09-21   
308                                 JM Magazine Binder 2016-06-20   
309          Jabra Supreme Plus Driver Edition�Headset 2017-11-07   
311                         KI Adjustable-Height Table 2014-04-06   
312                         KI Adjustable-Height Table 2017-03-11   
314               KeyTronic�KT800P2 -�Keyboard�- Black 2017-05-18   
315          Kingston Digital DataTraveler 8GB USB 2.0 2017-09-04   
316  LF Elite 3D Dazzle Designer Hard Case Cover, L... 2017-10-22   
317                                           LG Exalt 2015-11-27   
318                                           LG Exalt 2016-03-31   
319                                              LG G2 2016-12-23   
320                Large Capacity Hanging Post Binders 2014-04-06   
321                          Leather Task Chair, Black 2017-12-11   
323        Lexmark MarkNet N8150 Wireless Print Server 2015-12-03   
324        Lexmark MarkNet N8150 Wireless Print Server 2017-09-14   
328  Logitech B530 USB�Headset�-�headset�- Full siz... 2015-11-21   
329                      Logitech G105 Gaming Keyboard 2014-11-19   
330  Logitech G13 Programmable Gameboard with LCD D... 2017-12-04   
335                 Logitech�P710e Mobile Speakerphone 2015-09-22   
338  Luxo Professional Magnifying Clamp-On Fluoresc... 2016-10-09   
339  Martin Yale Chadless Opener Electric Letter Op... 2015-09-03   
340  Martin Yale Chadless Opener Electric Letter Op... 2017-09-22   
341                  Martin-Yale Premier Letter Opener 2014-04-06   
346       Mead 1st Gear 2" Zipper Binder, Asst. Colors 2017-11-03   
352  Micro Innovations Wireless Classic Keyboard wi... 2015-11-14   
354                       Mitel MiVoice 5330e IP Phone 2016-11-26   
355                       Mitel MiVoice 5330e IP Phone 2017-10-21   
356                Mophie Juice Pack Helium for iPhone 2016-07-16   
359                                Motorola Droid Maxx 2014-11-18   
360                                      Motorola L804 2014-05-23   
376                         Nokia Lumia 521 (T-Mobile) 2017-03-10   
378                Nortel Meridian M5316 Digital phone 2017-03-11   
379                          Novimex Fabric Task Chair 2015-07-11   
383            O'Sullivan 3-Shelf Heavy-Duty Bookcases 2017-07-07   
384            O'Sullivan 5-Shelf Heavy-Duty Bookcases 2016-08-29   
385  O'Sullivan Plantations 2-Door Library in Landv... 2015-08-16   
388    Office Star - Ergonomically Designed Knee Chair 2017-09-14   
389  Office Star - Mesh Screen back chair with Viny... 2017-05-13   
390                Okidata MB491 Multifunction Printer 2016-03-13   
391             Padded Folding Chairs, Black, 4/Carton 2014-06-22   
392                 Panasonic KX T7731-B Digital phone 2016-07-07   
394                                 Panasonic Kx-TS550 2014-06-22   
396                 Peel & Stick Add-On Corner Pockets 2014-11-18   
409                  Polycom CX600 IP Phone VoIP phone 2016-03-13   
410               Polycom SoundPoint IP 450 VoIP phone 2014-09-09   
411               Polycom SoundPoint IP 450 VoIP phone 2017-04-30   
412         Polycom SoundPoint Pro SE-225 Corded phone 2017-07-31   
414                    Premier Automatic Letter Opener 2016-04-05   
415  Premium Transparent Presentation Covers, No Pa... 2017-10-26   
417  Pressboard Covers with Storage Hooks, 9 1/2" x... 2015-02-27   
418  Pressboard Covers with Storage Hooks, 9 1/2" x... 2017-07-06   
427                Revere Boxed Rubber Bands by Revere 2015-11-30   
428                Revere Boxed Rubber Bands by Revere 2016-08-29   
429  Ricoh - Ink Collector Unit for GX3000 Series P... 2017-09-14   
430  Riverside Furniture Oval Coffee Table, Oval En... 2017-11-28   
431  Riverside Palais Royal Lawyers Bookcase, Royal... 2015-09-17   
432  Rosewill 107 Normal Keys USB Wired Standard Ke... 2014-09-09   
435                                   Rubber Band Ball 2016-03-08   
436                           SAFCO Arco Folding Chair 2016-03-13   
437              SAFCO Commercial Wire Shelving, Black 2015-08-21   
438              SAFCO Commercial Wire Shelving, Black 2016-03-13   
439              SAFCO Commercial Wire Shelving, Black 2017-11-12   
441                   Safco Chair Connectors, 6/Carton 2017-12-04   
442                     Safco Industrial Wire Shelving 2014-11-18   
443  Safco Value Mate Series Steel Bookcases, Baked... 2016-07-28   
444                                   Samsung Convoy 3 2015-03-05   
445                              Samsung Galaxy Note 2 2017-09-09   
446                              Samsung Galaxy Note 3 2015-09-07   
447               SanDisk Cruzer 16 GB USB Flash Drive 2015-05-03   
448  SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2015-08-16   
449  SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2015-11-01   
452              Sauder Cornerstone Collection Library 2014-01-14   
455                   Self-Adhesive Ring Binder Labels 2014-06-28   
456          Sensible Storage WireTech Storage Systems 2014-12-26   
460         Situations Contoured Folding Chairs, 4/Set 2015-03-05   
461         Situations Contoured Folding Chairs, 4/Set 2016-11-28   
462         Situations Contoured Folding Chairs, 4/Set 2017-07-18   
463      Sony 16GB Class 10 Micro SDHC R40 Memory Card 2014-11-05   
464      Sony 16GB Class 10 Micro SDHC R40 Memory Card 2015-03-05   
471  Space Solutions Industrial Galvanized Steel Sh... 2016-03-13   
472                Speck Products Candyshell Flip Case 2015-04-05   
481                                     Staple remover 2015-08-21   
487    StarTech.com 10/100 VDSL2 Ethernet Extender Kit 2014-09-07   
491                            Storex Dura Pro Binders 2017-12-04   
496               Tenex Antistatic Computer Chair Mats 2014-11-05   
497               Tenex Antistatic Computer Chair Mats 2015-04-05   
498               Tenex Antistatic Computer Chair Mats 2015-12-25   
499                        Tennsco Commercial Shelving 2016-11-28   
500                        Tennsco Double-Tier Lockers 2014-11-05   
501                        Tennsco Industrial Shelving 2015-06-25   
502                              Tennsco Lockers, Gray 2014-10-06   
504                        Tennsco Single-Tier Lockers 2014-09-29   
505                        Tennsco Single-Tier Lockers 2017-08-15   
506  Tennsco Stur-D-Stor Boltless Shelving, 5 Shelv... 2017-06-01   
513                                    Tuf-Vin Binders 2017-04-09   
515                              V7 USB Numeric Keypad 2016-03-15   
525           Wilson Electronics DB Pro Signal Booster 2017-01-19   
526           Wilson Electronics DB Pro Signal Booster 2017-11-02   
527      Wilson Jones 1" Hanging DublLock Ring Binders 2017-12-09   
528   Wilson Jones Century Plastic Molded Ring Binders 2017-06-22   
529         Wilson Jones Custom Binder Spines & Labels 2015-05-14   
530         Wilson Jones Custom Binder Spines & Labels 2016-04-25   
531  Wilson Jones Elliptical Ring 3 1/2" Capacity B... 2017-05-03   
532  Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2015-05-21   
533               Wilson Jones Legal Size Ring Binders 2014-11-05   
534               Wilson Jones Legal Size Ring Binders 2017-05-03   
535               Wilson Jones Standard D-Ring Binders 2017-09-09   
536             Wilson Jones Suede Grain Vinyl Binders 2014-04-23   
537     Wilson SignalBoost 841262 DB PRO Amplifier Kit 2016-03-06   
541  Wireless Extenders zBoost YX545 SOHO Signal Bo... 2016-11-28   
584           iHome FM Clock Radio with Lightning Dock 2017-12-08   
585                         iOttie HLCRIO102 Car Mount 2014-07-14   

     Total_Sales  Total_Profit  
4        33.5680      -5.45480  
6         6.4800      -4.75200  
8         4.9560      -3.79960  
9       108.5760     -25.33440  
10      124.2000     -31.05000  
11       82.8000     -20.70000  
12      290.8980     -67.87620  
13      258.5280     -47.39680  
15        4.8420      -3.38940  
16       71.3760      -4.46100  
17       38.9760      -2.43600  
18        8.0010      -5.60070  
19        6.8580      -5.71500  
20        5.7150      -4.76250  
21        5.7150      -4.76250  
22        5.8920      -4.12440  
23        2.9460      -2.06220  
26        2.5020      -2.00160  
37       18.3120     -12.20800  
38       18.3120     -12.20800  
40        6.5700      -5.03700  
41        3.2820      -2.62560  
42        4.9230      -3.93840  
43       23.9880      -4.79760  
44       23.9880     -15.99200  
46      683.9880    -113.99800  
47      521.9600    -172.60608  
49      122.3820     -24.47640  
50        9.3960      -7.51680  
67      104.5800     -80.17800  
68        2.7240      -1.90680  
69        3.7620      -2.75880  
70        5.9700      -4.57700  
73        7.6560      -6.12480  
75        3.5760      -2.86080  
76        6.2940      -4.19600  
77        8.5950      -6.30300  
78        9.6180      -7.05320  
79        1.1880      -0.99000  
80        0.8520      -0.59640  
81        2.5560      -1.78920  
82        2.0430      -1.49820  
83       12.2940      -8.60580  
88      241.9200     -56.44800  
89       82.3680     -19.56240  
95      349.9650    -172.60608  
96      373.4700    -112.04100  
97      314.5320     -83.87520  
98     1252.7040    -172.60608  
99      350.3520    -140.14080  
100     470.1550     -13.43300  
101       3.4440      -2.75520  
102      78.7590     -57.75660  
107       2.2020      -1.54140  
108      89.9880     -14.99800  
115       3.1680      -0.71280  
116     341.9910    -172.60608  
117     138.5880     -34.64700  
118     352.4500    -172.60608  
119     130.9800     -89.06640  
121       9.5550      -7.32550  
126      10.4280      -6.95200  
128      64.7840     -14.57640  
129      64.7840     -12.95680  
130     121.1040    -100.92000  
131     853.0920    -172.60608  
132     728.9460    -157.93830  
133     519.7920    -112.62160  
134     280.7820     -46.79700  
135      39.5940      -7.25890  
136      35.9100      -8.37900  
137      61.5420     -13.33410  
138       5.6070      -4.29870  
139     743.9880    -123.99800  
140     251.9640     -50.39280  
141     118.7820     -27.71580  
144     286.3440     -64.42740  
145     190.8960     -42.95160  
149      14.8500      -3.21750  
159       4.6260      -3.85500  
162     516.4880     -12.91220  
165     309.5760     -56.75560  
166     303.9200     -30.39200  
169     168.4640     -29.48120  
170     186.9120     -35.04600  
171     124.6080     -23.36400  
179      36.3360      -7.26720  
183      11.1680      -2.51280  
188     206.9910    -172.49250  
194     172.7360     -30.22880  
195     259.9200     -25.99200  
196      76.7520      -9.59400  
197       3.4860      -2.78880  
201      51.9680     -10.39360  
202     509.9700    -172.60608  
203      50.9970     -40.79760  
204     152.9910    -122.39280  
205       2.4120      -2.01000  
207     442.4000     -55.30000  
208      18.1920     -14.55360  
209     631.1760    -172.60608  
210      99.5880     -82.99000  
211     538.1940    -172.60608  
212      11.6100      -9.28800  
213    1369.7640    -172.60608  
214    1141.4700    -172.60608  
215       1.9410      -1.29400  
216       3.8820      -2.58800  
217      18.5880     -13.63120  
218      18.5880     -13.63120  
219       6.8880      -5.05120  
220      10.3320      -7.57680  
221      25.1760     -18.46240  
222      37.7640     -27.69360  
223       9.0060      -7.20480  
224       4.5030      -3.60240  
225       7.5180      -5.76380  
226      31.0860     -22.79640  
227       2.6550      -1.85850  
228       9.4200      -7.85000  
229       7.4760      -5.98080  
230      13.6980      -9.58860  
231      23.1600     -15.44000  
232      13.8960      -9.26400  
233      99.8460     -83.20500  
234      33.2820     -27.73500  
235      26.0640     -19.98240  
236       9.5220      -6.98280  
237      38.0880     -27.93120  
238     494.3760    -115.35440  
240     337.1760    -118.01160  
241     128.0580     -23.78220  
242     239.9600     -10.28400  
243     887.2710     -63.37650  
244     887.2710     -63.37650  
245     398.9720     -28.49800  
246    1079.3160     -15.41880  
247      71.3720      -1.01960  
248     215.5440     -58.50480  
249     380.0580     -21.71760  
250     172.1860     -46.73620  
251     344.3720     -93.47240  
253     844.1160     -36.17640  
254     422.0580     -18.08820  
255     141.3720     -48.47040  
256      71.2460     -19.33820  
257     445.8020    -108.26620  
258     127.3720     -30.93320  
260     147.1840     -29.43680  
261     254.3520     -50.87040  
262      84.7840     -16.95680  
263      68.2380     -12.51030  
264      45.8940      -9.17880  
265      13.4940      -2.24900  
266    1419.9192    -172.60608  
271       3.2730      -2.50930  
276     786.7440    -172.60608  
277     409.2720     -81.85440  
278      67.1760     -20.15280  
279     523.7640    -172.60608  
282     657.9300     -93.99000  
283     492.8350     -14.08100  
297      51.8970     -41.51760  
298     274.4910    -172.60608  
299      20.7240     -13.81600  
301     815.2920    -172.60608  
305       1.9080      -1.52640  
308      29.7180     -21.79320  
309     359.9700     -71.99400  
311     154.7640     -36.11160  
312     154.7640     -46.42920  
314      36.0480      -0.90120  
315      19.0400      -1.42800  
316      32.7000      -6.54000  
317     748.7520    -162.22960  
318     280.7820     -60.83610  
319    1419.9192    -172.60608  
320      44.9100     -35.92800  
321      63.6860      -9.09800  
323     482.3400    -172.60608  
324     241.1700    -168.81900  
328     110.9700     -24.04350  
329      47.4960      -1.18740  
330     255.9680     -28.79640  
335     617.9760      -7.72470  
338     332.8320     -24.96240  
339     666.2480    -149.90580  
340    1419.9192    -172.60608  
341      10.3040      -2.18960  
346      11.6730      -7.78200  
352      47.9840      -1.19960  
354     494.9820    -115.49580  
355     329.9880     -76.99720  
356     143.9820     -28.79640  
359     539.9640    -107.99280  
360      55.1880     -10.11780  
376      53.9820     -10.79640  
378     776.8500    -172.60608  
379     341.4880     -73.17600  
383      87.2100     -45.34920  
384     163.8800     -81.94000  
385     301.4700    -172.60608  
388     113.3720     -29.15280  
389     458.4300    -124.43100  
390     449.1000    -172.60608  
391     170.0580      -4.85880  
392      59.9940     -12.99870  
394      82.7820     -15.17670  
396       1.9440      -1.42560  
409     539.9100    -116.98050  
410     135.5160     -31.62040  
411     677.5800    -158.10200  
412     285.5760     -57.11520  
414     769.1840    -163.45160  
415      81.4380     -65.15040  
417       4.4190      -3.38790  
418       2.9460      -2.25860  
427      10.5840      -2.38140  
428      10.5840      -2.38140  
429      12.5850     -18.03850  
430    1419.9192    -172.60608  
431    1419.9192    -172.60608  
432      64.7040      -4.85280  
435       5.9840      -1.34640  
436     386.6800      -5.52400  
437     663.0720    -165.76800  
438     552.5600    -138.14000  
439     221.0240     -55.25600  
441     188.5520      -2.69360  
442      76.7920     -16.31830  
443     177.4500     -78.07800  
444     466.1580     -93.23160  
445    1419.9192    -172.60608  
446     791.9640    -131.99400  
447      27.5520      -0.34440  
448      31.1760      -5.45580  
449      35.3600      -3.09400  
452      61.9600     -53.28560  
455       3.1680      -2.42880  
456     227.1360     -42.58800  
460      99.3720      -7.09800  
461     347.8020     -24.84300  
462     198.7440     -14.19600  
463      51.5600      -6.44500  
464      10.3120      -1.28900  
471     126.0800     -28.36800  
472      41.9880      -9.79720  
481       3.4880      -0.69760  
487     399.5400    -172.60608  
491       5.3460      -4.45500  
496     273.5680     -34.19600  
497     547.1360     -68.39200  
498     547.1360     -68.39200  
499      32.5440      -7.72920  
500    1080.0960     -94.50840  
501      78.2560     -17.60760  
502      83.9200     -13.63700  
504    1419.9192    -172.60608  
505    1419.9192    -172.60608  
506     324.7440     -77.12670  
513      37.8960     -29.05360  
515      83.9760     -13.64610  
525     429.6000     -93.08000  
526     859.2000    -172.60608  
527      11.0880      -8.13120  
528      31.1550     -23.88550  
529       4.8960      -3.42720  
530       4.8960      -3.42720  
531      64.2000     -44.94000  
532      24.5880     -18.03120  
533      13.1940      -8.79600  
534      26.3880     -17.59200  
535       3.0360      -2.32760  
536       2.5020      -1.75140  
537     431.9400     -71.99000  
541     340.1820     -73.70610  
584      83.9880     -20.99700  
585      23.9880     -13.99300  
No description has been provided for this image
Zarar eden ürünler için eyalet: Tennessee
                                          Product_Name Order_Date  \
4       2300 Heavy-Duty Transfer File Systems by Perma 2014-04-29   
5                                  3M Organizer Strips 2017-04-06   
7    ARKON Windshield Dashboard Air Vent Car Mount ... 2016-12-09   
8             Acco Perma 3000 Stacking Storage Drawers 2017-08-16   
9    Acco Pressboard Covers with Storage Hooks, 14 ... 2015-11-22   
10   Acco Pressboard Covers with Storage Hooks, 14 ... 2016-12-09   
26                    Avery Durable Slant Ring Binders 2016-08-09   
27   Avery Durable Slant Ring Binders With Label Ho... 2017-01-14   
28   Avery Self-Adhesive Photo Pockets for Polaroid... 2015-06-18   
29                   Balt Solid Wood Rectangular Table 2016-03-18   
30                        Balt Solid Wood Round Tables 2017-10-16   
31   Barricks 18" x 48" Non-Folding Utility Table w... 2017-06-15   
35                     Bevis 44 x 96 Conference Tables 2016-05-01   
36             Bevis Round Bullnose 29" High Table Top 2017-12-22   
39   Carina Double Wide Media Storage Towers in Nat... 2017-12-28   
40      Carina Media Storage Towers in Natural & Black 2017-09-29   
41   Chromcraft Bull-Nose Wood Oval Conference Tabl... 2017-10-02   
43              Contico 72"H Heavy-Duty Storage System 2014-10-20   
46   Deflect-o EconoMat Studded, No Bevel Mat for L... 2016-02-06   
61                    Fellowes Super Stor/Drawer Files 2017-09-09   
62           GBC DocuBind 300 Electric Binding Machine 2015-04-05   
63           GBC DocuBind TL200 Manual Binding Machine 2014-01-20   
64          GBC DocuBind TL300 Electric Binding System 2017-08-13   
65    GBC Ibimaster 500 Manual ProClick Binding System 2015-09-20   
66    GBC Ibimaster 500 Manual ProClick Binding System 2015-12-04   
67               GBC ProClick Spines for 32-Hole Punch 2016-05-29   
68                             GBC Wire Binding Strips 2016-12-29   
69          Global Highback Leather Tilter in Burgundy 2014-03-21   
72                        Global Low Back Tilter Chair 2015-02-28   
75   Gould Plastics 18-Pocket Panel Bin, 34w x 5-1/... 2015-09-20   
77                   High-Back Leather Manager's Chair 2015-04-26   
80        Hon 61000 Series Interactive Training Tables 2016-12-09   
87                  Ibico Plastic Spiral Binding Combs 2014-12-21   
88                  Ibico Plastic Spiral Binding Combs 2017-10-02   
89        Ibico Presentation Index for Binding Systems 2017-01-14   
90                Ibico Recycled Grain-Textured Covers 2016-03-19   
91   Lesro Round Back Collection Coffee Table, End ... 2014-10-20   
92                         Lock-Up Easel 'Spel-Binder' 2017-10-02   
99                         Maxell�LTO Ultrium - 800 GB 2017-09-05   
100       Mead 1st Gear 2" Zipper Binder, Asst. Colors 2017-11-24   
104  Newell 3-Hole Punched Plastic Slotted Magazine... 2016-05-01   
113         O'Sullivan 4-Shelf Bookcase in Odessa Pine 2017-04-23   
115  Office Star - Mesh Screen back chair with Viny... 2017-05-19   
116  Office Star - Mesh Screen back chair with Viny... 2017-11-20   
117                              Okidata C610n Printer 2017-12-04   
121                Penpower WorldCard Pro Card Scanner 2016-06-16   
124      Pressboard Data Binder, Crimson, 12" X 8 1/2" 2015-09-22   
127                        Recycled Easel Ring Binders 2017-08-16   
129              Safco Industrial Wire Shelving System 2015-04-26   
130              Safco Industrial Wire Shelving System 2017-12-23   
131  Safco Wire Cube Shelving System, For Use as 4 ... 2015-09-22   
133  SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2015-12-27   
142                                     Staple remover 2017-09-09   
145                            Storex Dura Pro Binders 2017-11-04   
147           Tenex Chairmats For Use with Hard Floors 2017-04-23   
150                        Tennsco Double-Tier Lockers 2015-09-22   
151                        Tennsco Double-Tier Lockers 2017-11-13   
152                        Tennsco Industrial Shelving 2014-12-30   
153             Tuff Stuff Recycled Round Ring Binders 2016-08-09   
158      Wilson Jones 1" Hanging DublLock Ring Binders 2015-09-25   
159         Wilson Jones Custom Binder Spines & Labels 2015-09-25   
160  Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2016-09-05   
161  Wilson Jones data.warehouse D-Ring Binders wit... 2015-09-25   
180                         Zipper Ring Binder Pockets 2016-12-29   
182                                iOttie XL Car Mount 2017-11-04   

     Total_Sales  Total_Profit  
4        99.9200      -1.24900  
5         8.1000      -5.94000  
7        40.6800      -9.15300  
8        67.1360      -0.83920  
9         2.9460      -2.06220  
10        2.9460      -2.06220  
26       11.8800      -7.92000  
27        2.5080      -1.83920  
28        6.1290      -4.49460  
29      189.8820     -94.94100  
30     1419.9192    -172.60608  
31      120.9600     -28.22400  
35      370.6200    -142.07100  
36      934.9560    -172.60608  
39       64.7840     -12.95680  
40      243.9200     -54.88200  
41     1419.9192    -172.60608  
43       98.3520     -24.58800  
46      132.2240     -18.18080  
61      258.4800      -3.23100  
62      157.7940    -115.71560  
63       67.1940     -51.51540  
64     1419.9192    -172.60608  
65     1369.7640    -172.60608  
66     1419.9192    -172.60608  
67       11.2770      -8.64570  
68       38.0880     -27.93120  
69      218.3760     -10.91880  
72      161.5680     -28.27440  
75      294.3680     -58.87360  
77      831.9360    -114.39120  
80       79.9740     -29.32380  
87       18.2400     -14.59200  
88       27.3600     -21.88800  
89        5.9700      -4.57700  
90       31.0860     -20.72400  
91      328.5900    -147.86550  
92       34.2360     -26.24760  
99       89.5680      -1.11960  
100      11.6730      -7.78200  
104       2.7420      -2.01080  
113     387.1360     -14.51760  
115     314.3520     -35.36460  
116     209.5680     -23.57640  
117     649.0000    -172.60608  
121      91.4750      -1.82950  
124       3.2040      -2.56320  
127      13.4280     -11.19000  
129      72.7840     -18.19600  
130     218.3520     -54.58800  
131      25.4240      -4.76700  
133      72.7440     -12.73020  
142       8.8320      -1.98720  
145       3.5640      -2.97000  
147      77.9520     -11.69280  
150     720.0640     -63.00560  
151     720.0640     -63.00560  
152      39.1280      -8.80380  
153       4.3380      -3.03660  
158       6.3360      -4.64640  
159       3.2640      -2.28480  
160      86.0580     -63.10920  
161       2.4690      -1.81060  
180       2.8080      -1.96560  
182     143.9280     -32.38380  
No description has been provided for this image
Zarar eden ürünler için eyalet: Texas
                                          Product_Name Order_Date  \
6                     12-1/2 Diameter Round Wall Clock 2014-12-02   
7                     12-1/2 Diameter Round Wall Clock 2014-12-06   
9    3.6 Cubic Foot Counter Height Office Refrigerator 2014-03-03   
10   3.6 Cubic Foot Counter Height Office Refrigerator 2016-08-13   
11   3.6 Cubic Foot Counter Height Office Refrigerator 2017-12-02   
12                            36X48 HARDFLOOR CHAIRMAT 2017-08-17   
13                  3M Polarizing Light Filter Sleeves 2015-03-31   
15                        6" Cubicle Wall Clock, Black 2017-12-09   
16    APC 7 Outlet Network SurgeArrest Surge Protector 2015-04-02   
17    APC 7 Outlet Network SurgeArrest Surge Protector 2016-06-12   
18   ARKON Windshield Dashboard Air Vent Car Mount ... 2014-12-15   
24                                   Acco 3-Hole Punch 2014-09-26   
25       Acco 6 Outlet Guardian Basic Surge Suppressor 2014-07-21   
26   Acco 6 Outlet Guardian Premium Plus Surge Supp... 2017-05-23   
27   Acco 6 Outlet Guardian Premium Plus Surge Supp... 2017-10-02   
28   Acco 6 Outlet Guardian Premium Plus Surge Supp... 2017-12-23   
29     Acco 6 Outlet Guardian Premium Surge Suppressor 2016-12-01   
30    Acco 6 Outlet Guardian Standard Surge Suppressor 2014-07-26   
31   Acco 7-Outlet Masterpiece Power Center, Wihtou... 2015-07-09   
32   Acco 7-Outlet Masterpiece Power Center, Wihtou... 2017-04-21   
34                       Acco D-Ring Binder w/DublLock 2017-01-15   
35                       Acco D-Ring Binder w/DublLock 2017-08-18   
36        Acco Economy Flexible Poly Round Ring Binder 2014-07-21   
37   Acco Flexible ACCOHIDE Square Ring Data Binder... 2015-09-05   
38   Acco Flexible ACCOHIDE Square Ring Data Binder... 2017-10-23   
39   Acco Four Pocket Poly Ring Binder with Label H... 2014-01-07   
40   Acco Four Pocket Poly Ring Binder with Label H... 2015-09-05   
41                           Acco Hanging Data Binders 2014-12-30   
42   Acco PRESSTEX Data Binder with Storage Hooks, ... 2016-09-02   
43            Acco Perma 2700 Stacking Storage Drawers 2017-09-18   
44            Acco Perma 3000 Stacking Storage Drawers 2017-09-04   
45            Acco Perma 4000 Stacking Storage Drawers 2016-03-05   
46   Acco Pressboard Covers with Storage Hooks, 14 ... 2016-06-12   
47   Acco Pressboard Covers with Storage Hooks, 14 ... 2017-05-18   
48        Acco Side-Punched Conventional Columnar Pads 2014-11-12   
49        Acco Side-Punched Conventional Columnar Pads 2017-08-17   
50            Acco Suede Grain Vinyl Round Ring Binder 2015-03-10   
51            Acco Suede Grain Vinyl Round Ring Binder 2017-03-02   
52                 Accohide Poly Flexible Ring Binders 2016-11-22   
62                   Advantus Panel Wall Acrylic Frame 2017-12-02   
67                                  Akro Stacking Bins 2014-02-18   
68                                  Akro Stacking Bins 2016-05-02   
72                                Aluminum Screw Posts 2015-04-02   
73                                Aluminum Screw Posts 2017-11-23   
77   Angle-D Binders with Locking Rings, Label Holders 2014-09-07   
78   Angle-D Binders with Locking Rings, Label Holders 2016-08-28   
86   Atlantic Metals Mobile 2-Shelf Bookcases, Cust... 2017-11-17   
87   Atlantic Metals Mobile 3-Shelf Bookcases, Cust... 2015-12-27   
88   Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2015-03-01   
89   Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2015-11-13   
90   Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2017-03-27   
91   Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2017-05-30   
112  Avery Binding System Hidden Tab Executive Styl... 2016-12-30   
113                   Avery Durable Plastic 1" Binders 2015-08-24   
114                         Avery Durable Poly Binders 2017-05-06   
115                         Avery Durable Poly Binders 2017-08-04   
119  Avery Framed View Binder, EZD Ring (Locking), ... 2017-05-18   
122      Avery Hidden Tab Dividers for Binding Systems 2014-10-03   
123      Avery Hidden Tab Dividers for Binding Systems 2016-11-19   
124                          Avery Hole Reinforcements 2015-08-06   
125                            Avery Non-Stick Binders 2014-10-10   
126                            Avery Non-Stick Binders 2015-10-24   
127                            Avery Non-Stick Binders 2016-10-13   
128                            Avery Non-Stick Binders 2017-04-21   
129                          Avery Poly Binder Pockets 2015-06-01   
130  Avery Premier Heavy-Duty Binder with Round Loc... 2014-06-15   
131        Avery Printable Repositionable Plastic Tabs 2015-10-19   
132  Avery Recycled Flexi-View Covers for Binding S... 2015-11-07   
133          Avery Reinforcements for Hole-Punch Pages 2015-10-15   
134          Avery Reinforcements for Hole-Punch Pages 2015-12-06   
135  Avery Self-Adhesive Photo Pockets for Polaroid... 2014-09-25   
136  Avery Self-Adhesive Photo Pockets for Polaroid... 2015-08-05   
137  Avery Triangle Shaped Sheet Lifters, Black, 2/... 2014-11-07   
138  Avery Triangle Shaped Sheet Lifters, Black, 2/... 2015-06-25   
143                        Bady BDG101FRU Card Printer 2017-08-01   
144          Belkin 5 Outlet SurgeMaster Power Centers 2017-03-26   
145                    Belkin 8 Outlet Surge Protector 2015-07-02   
146                Belkin F9G930V10-GRY 9 Outlet Surge 2017-06-29   
147                    Belkin F9S820V06 8 Outlet Surge 2017-02-09   
149  Belkin Premiere Surge Master II 8-outlet surge... 2014-12-20   
150  Belkin Premiere Surge Master II 8-outlet surge... 2017-08-17   
152               Belkin Standard 104 key USB Keyboard 2014-09-07   
153                            Bestar Classic Bookcase 2014-11-12   
154                Bevis Oval Conference Table, Walnut 2017-01-02   
155       Bevis Round Conference Room Tables and Bases 2014-03-01   
156  Bevis Round Conference Table Top & Single Colu... 2015-01-19   
157  Bevis Round Conference Table Top & Single Colu... 2017-06-29   
158  Bevis Round Conference Table Top & Single Colu... 2017-09-11   
159           Bevis Round Conference Table Top, X-Base 2017-10-30   
160  Bevis Traditional Conference Table Top, Plinth... 2017-03-10   
163                                       Binder Posts 2016-11-14   
180      Bretford CR4500 Series Slim Rectangular Table 2014-11-25   
181      Bretford CR4500 Series Slim Rectangular Table 2017-12-14   
183  Bush Advantage Collection Racetrack Conference... 2014-03-29   
184   Bush Advantage Collection Round Conference Table 2014-04-20   
185  Bush Andora Conference Table, Maple/Graphite G... 2017-11-19   
186  Bush Heritage Pine Collection 5-Shelf Bookcase... 2015-03-19   
187                        Bush Mission Pointe Library 2017-03-31   
188  Bush Westfield Collection Bookcases, Fully Ass... 2017-11-13   
189  Bush Westfield Collection Bookcases, Medium Ch... 2017-12-28   
190  C-Line Cubicle Keepers Polyproplyene Holder w/... 2015-10-15   
199  Cardinal HOLDit! Binder Insert Strips,Extra St... 2017-07-05   
200  Cardinal HOLDit! Binder Insert Strips,Extra St... 2017-12-22   
201                         Cardinal Hold-It CD Pocket 2015-11-21   
202            Carina 42"Hx23 3/4"W Media Storage Unit 2015-11-12   
203            Carina 42"Hx23 3/4"W Media Storage Unit 2017-10-23   
204  Carina Double Wide Media Storage Towers in Nat... 2015-03-22   
205                Case Logic 2.4GHz Wireless Keyboard 2014-10-17   
206  Chromcraft Bull-Nose Wood Round Conference Tab... 2015-04-13   
207  Chromcraft Bull-Nose Wood Round Conference Tab... 2017-06-19   
208                 Chromcraft Round Conference Tables 2015-05-07   
223  Commercial WindTunnel Clean Air Upright Vacuum... 2017-09-11   
225                       Computer Printout Index Tabs 2016-06-11   
226  Conquest 14 Commercial Heavy-Duty Upright Vacu... 2014-11-23   
227                      Contemporary Borderless Frame 2014-05-20   
228                      Contemporary Wood/Metal Frame 2016-10-08   
229             Contico 72"H Heavy-Duty Storage System 2016-09-08   
232            DAX Black Cherry Wood-Tone Poster Frame 2014-03-01   
233            DAX Black Cherry Wood-Tone Poster Frame 2017-09-08   
234                     DAX Clear Channel Poster Frame 2014-07-26   
235        DAX Copper Panel Document Frame, 5 x 7 Size 2014-02-18   
236             DAX Metal Frame, Desktop, Stepped-Edge 2017-10-30   
237                 DAX Natural Wood-Tone Poster Frame 2014-10-03   
238  DAX Two-Tone Rosewood/Black Document Frame, De... 2016-11-04   
239           DAX Two-Tone Silver Metal Document Frame 2016-02-27   
240    DAX Value U-Channel Document Frames, Easel Back 2017-04-26   
241                           DAX Wood Document Frame. 2015-05-12   
243  DMI Arturo Collection Mission-style Design Woo... 2014-04-18   
244  DMI Arturo Collection Mission-style Design Woo... 2017-12-01   
245       Dana Fluorescent Magnifying Lamp, White, 36" 2015-02-09   
246                               Dana Swing-Arm Lamps 2014-09-21   
247                                Dax Clear Box Frame 2016-06-12   
248  Deflect-o EconoMat Studded, No Bevel Mat for L... 2014-05-11   
249  Deflect-o EconoMat Studded, No Bevel Mat for L... 2016-11-04   
250  Deflect-o RollaMat Studded, Beveled Mat for Me... 2016-02-02   
251  Deflect-o RollaMat Studded, Beveled Mat for Me... 2017-07-05   
252  Deflect-o SuperTray Unbreakable Stackable Tray... 2014-12-02   
253          Deluxe Heavy-Duty Vinyl Round Ring Binder 2017-11-11   
267                                    Economy Binders 2017-12-09   
269     Eldon 400 Class Desk Accessories, Black Carbon 2016-10-10   
270  Eldon Advantage Foldable Chair Mats for Low Pi... 2017-09-03   
271   Eldon Base for stackable storage shelf, platinum 2016-09-05   
272  Eldon Executive Woodline II Cherry Finish Desk... 2016-06-25   
273  Eldon Executive Woodline II Cherry Finish Desk... 2017-05-29   
274  Eldon Executive Woodline II Desk Accessories, ... 2015-08-25   
275  Eldon Expressions Desk Accessory, Wood Pencil ... 2014-11-26   
276  Eldon Expressions Desk Accessory, Wood Photo F... 2016-10-03   
277  Eldon Expressions Desk Accessory, Wood Photo F... 2017-11-12   
278  Eldon Expressions Punched Metal & Wood Desk Ac... 2016-09-09   
279       Eldon Expressions Wood Desk Accessories, Oak 2015-08-05   
280       Eldon Expressions Wood Desk Accessories, Oak 2015-12-31   
281      Eldon Image Series Desk Accessories, Burgundy 2015-12-01   
282         Eldon Image Series Desk Accessories, Ebony 2016-07-28   
288                        Eldon Wave Desk Accessories 2016-11-20   
289  Electrix Architect's Clamp-On Swing Arm Lamp, ... 2016-12-08   
291  Epson TM-T88V Direct Thermal Printer - Monochr... 2014-09-02   
292  Eureka Disposable Bags for Sanitaire Vibra Gro... 2017-06-08   
295               Eureka Sanitaire  Commercial Upright 2017-12-17   
296  Eureka The Boss Plus 12-Amp Hard Box Upright V... 2016-09-05   
297                   Euro Pro Shark Stick Mini Vacuum 2016-05-09   
298               Executive Impressions 12" Wall Clock 2016-09-05   
299     Executive Impressions 13" Clairmont Wall Clock 2016-01-07   
300  Executive Impressions 14" Contract Wall Clock ... 2016-11-07   
303  Fellowes 8 Outlet Superior Workstation Surge P... 2017-03-31   
304    Fellowes Bankers Box Recycled Super Stor/Drawer 2014-03-01   
305        Fellowes Bankers Box Stor/Drawer Steel Plus 2014-07-05   
306        Fellowes Bankers Box Stor/Drawer Steel Plus 2017-05-12   
308       Fellowes Command Center 5-outlet power strip 2017-11-25   
309                  Fellowes Neat Ideas Storage Cubes 2017-11-12   
310                  Fellowes Officeware Wire Shelving 2017-03-23   
311        Fellowes PB300 Plastic Comb Binding Machine 2015-04-19   
312  Fellowes PB500 Electric Punch Plastic Comb Bin... 2017-11-19   
314  Fellowes Premier Superior Surge Suppressor, 10... 2015-04-19   
315                  Fellowes Recycled Storage Drawers 2015-11-07   
316                  Fellowes Staxonsteel Drawer Files 2017-05-06   
317    Fellowes Stor/Drawer Steel Plus Storage Drawers 2015-12-31   
318  Fellowes Strictly Business Drawer File, Letter... 2016-07-10   
319                         Fellowes Super Stor/Drawer 2015-12-20   
320  Fellowes Superior 10 Outlet Split Surge Protector 2017-01-01   
321  Fellowes Superior 10 Outlet Split Surge Protector 2017-10-02   
322            Fellowes Twister Kit, Gray/Clear, 3/pkg 2015-04-06   
323            Fellowes Twister Kit, Gray/Clear, 3/pkg 2017-08-11   
328                             Flat Face Poster Frame 2016-04-30   
329                             Flat Face Poster Frame 2016-08-23   
330  Flexible Leather- Look Classic Collection Ring... 2017-04-11   
333  G.E. Longer-Life Indoor Recessed Floodlight Bulbs 2014-10-17   
334          GBC DocuBind 300 Electric Binding Machine 2014-12-12   
335          GBC DocuBind P400 Electric Binding System 2014-07-26   
336          GBC DocuBind P400 Electric Binding System 2016-04-08   
337         GBC DocuBind TL300 Electric Binding System 2014-11-11   
338                         GBC Durable Plastic Covers 2014-08-15   
339   GBC Ibimaster 500 Manual ProClick Binding System 2017-01-12   
340                             GBC Imprintable Covers 2015-09-17   
341                             GBC Imprintable Covers 2015-11-29   
342       GBC Instant Index System for Binding Systems 2014-07-26   
343                             GBC Instant Report Kit 2015-11-30   
344                             GBC Instant Report Kit 2017-01-01   
345                             GBC Instant Report Kit 2017-09-30   
346                       GBC Personal VeloBind Strips 2014-10-10   
347                          GBC Plastic Binding Combs 2014-02-23   
348                          GBC Plastic Binding Combs 2015-04-18   
349                     GBC Plasticlear Binding Covers 2017-03-17   
350                     GBC Plasticlear Binding Covers 2017-06-19   
351  GBC Pre-Punched Binding Paper, Plastic, White,... 2016-03-15   
352  GBC Premium Transparent Covers with Diagonal L... 2014-07-26   
353  GBC Premium Transparent Covers with Diagonal L... 2015-11-02   
354       GBC ProClick 150 Presentation Binding System 2017-02-09   
355                  GBC ProClick Punch Binding System 2014-09-08   
356              GBC ProClick Spines for 32-Hole Punch 2016-08-28   
357            GBC Recycled Regency Composition Covers 2015-11-23   
358                     GBC Recycled VeloBinder Covers 2016-09-26   
359        GBC Standard Plastic Binding Systems' Combs 2015-03-20   
360        GBC Standard Plastic Binding Systems' Combs 2017-11-04   
361  GBC Standard Recycled Report Covers, Clear Pla... 2014-10-17   
362  GBC Standard Recycled Report Covers, Clear Pla... 2015-04-18   
363  GBC Standard Recycled Report Covers, Clear Pla... 2016-08-22   
364  GBC Standard Recycled Report Covers, Clear Pla... 2016-11-19   
365                   GBC Standard Therm-A-Bind Covers 2014-12-27   
366                GBC Twin Loop Wire Binding Elements 2015-05-17   
367  GBC Twin Loop Wire Binding Elements, 9/16" Spi... 2015-04-28   
368                            GBC VeloBind Cover Sets 2016-05-09   
369                            GBC VeloBind Cover Sets 2016-07-30   
370                              GBC VeloBinder Strips 2014-09-03   
371                GBC White Gloss Covers, Plain Front 2015-06-19   
372                GBC White Gloss Covers, Plain Front 2017-04-16   
373                             GBC Wire Binding Combs 2016-06-11   
374                             GBC Wire Binding Combs 2016-08-18   
376  GE General Purpose, Extra Long Life, Showcase ... 2016-11-19   
377  GE General Purpose, Extra Long Life, Showcase ... 2016-12-23   
378  GE General Use Halogen Bulbs, 100 Watts, 1 Bul... 2014-11-12   
379  GE General Use Halogen Bulbs, 100 Watts, 1 Bul... 2015-06-25   
383              Global Armless Task Chair, Royal Blue 2017-09-08   
384                          Global Chrome Stack Chair 2016-04-08   
385  Global Commerce Series High-Back Swivel/Tilt C... 2014-06-15   
386  Global Commerce Series Low-Back Swivel/Tilt Ch... 2015-09-10   
387  Global Commerce Series Low-Back Swivel/Tilt Ch... 2017-05-14   
388            Global Deluxe High-Back Manager's Chair 2014-12-26   
389            Global Deluxe High-Back Manager's Chair 2017-03-27   
390                          Global Deluxe Steno Chair 2014-05-21   
391                          Global Deluxe Steno Chair 2015-03-23   
392  Global Enterprise Series Seating High-Back Swi... 2016-06-12   
393           Global Fabric Manager's Chair, Dark Gray 2015-12-27   
394                 Global Geo Office Task Chair, Gray 2015-04-18   
395          Global High-Back Leather Tilter, Burgundy 2016-04-18   
396     Global Leather & Oak Executive Chair, Burgundy 2017-03-27   
397         Global Push Button Manager's Chair, Indigo 2016-12-01   
398                Global Stack Chair with Arms, Black 2015-05-26   
399             Global Stack Chair without Arms, Black 2014-03-30   
400        Global Value Mid-Back Manager's Chair, Gray 2014-05-05   
401        Global Value Mid-Back Manager's Chair, Gray 2016-06-25   
402                     Global Value Steno Chair, Gray 2016-11-18   
403    Global Wood Trimmed Manager's Task Chair, Khaki 2016-11-20   
404    Global Wood Trimmed Manager's Task Chair, Khaki 2017-09-17   
405    Global Wood Trimmed Manager's Task Chair, Khaki 2017-11-19   
406  Gould Plastics 18-Pocket Panel Bin, 34w x 5-1/... 2014-07-05   
407  Gould Plastics 9-Pocket Panel Bin, 18-3/8w x 5... 2015-11-07   
410       HON 5400 Series Task Chairs for Big and Tall 2014-07-20   
411       HON 5400 Series Task Chairs for Big and Tall 2015-10-15   
413     Harbour Creations 67200 Series Stacking Chairs 2015-01-19   
418        High Speed Automatic Electric Letter Opener 2016-03-03   
419                  High-Back Leather Manager's Chair 2016-09-26   
420  Holmes Cool Mist Humidifier for the Whole Hous... 2014-02-16   
421                           Holmes HEPA Air Purifier 2016-06-24   
422                                Holmes Odor Grabber 2015-04-28   
423  Holmes Replacement Filter for HEPA Air Cleaner... 2015-11-22   
424  Holmes Replacement Filter for HEPA Air Cleaner... 2017-11-24   
425  Holmes Visible Mist Ultrasonic Humidifier with... 2017-06-19   
426          Hon 2111 Invitation Series Straight Table 2015-08-28   
427          Hon 2111 Invitation Series Straight Table 2015-11-22   
428          Hon 2111 Invitation Series Straight Table 2017-10-24   
429  Hon 4070 Series Pagoda Armless Upholstered Sta... 2015-04-26   
430  Hon 4070 Series Pagoda Round Back Stacking Chairs 2014-12-01   
431       Hon 61000 Series Interactive Training Tables 2017-07-21   
432      Hon Deluxe Fabric Upholstered Stacking Chairs 2014-07-12   
433      Hon Deluxe Fabric Upholstered Stacking Chairs 2016-08-26   
434      Hon Deluxe Fabric Upholstered Stacking Chairs 2017-11-25   
436      Hon Every-Day Chair Series Swivel Task Chairs 2017-10-09   
437             Hon Every-Day Series Multi-Task Chairs 2014-07-21   
438                         Hon Metal Bookcases, Black 2014-06-20   
439               Hon Multipurpose Stacking Arm Chairs 2014-05-11   
441                    Hon Racetrack Conference Tables 2015-08-24   
442       Hoover Commercial Lightweight Upright Vacuum 2017-12-11   
443  Hoover Commercial Lightweight Upright Vacuum w... 2016-09-26   
444  Hoover Commercial Soft Guard Upright Vacuum An... 2017-11-13   
445                         Hoover Commercial SteamVac 2017-01-02   
446                  Hoover Portapower Portable Vacuum 2017-03-18   
447  Hoover Replacement Belt for Commercial Guardsm... 2017-06-19   
448  Hoover Replacement Belts For Soft Guard & Comm... 2014-10-14   
449                Hoover Upright Vacuum With Dirt Cup 2015-04-07   
452  Howard Miller 13-1/2" Diameter Rosebrook Wall ... 2017-03-18   
453  Howard Miller 13-3/4" Diameter Brushed Chrome ... 2017-03-04   
454  Howard Miller 14-1/2" Diameter Chrome Round Wa... 2014-01-07   
455      Howard Miller 16" Diameter Gallery Wall Clock 2016-04-18   
456    Howard Miller Distant Time Traveler Alarm Clock 2015-09-17   
462  Ibico Covers for Plastic or Wire Binding Elements 2015-04-06   
463                Ibico Hi-Tech Manual Binding System 2017-02-05   
464                Ibico Hi-Tech Manual Binding System 2017-03-18   
465                 Ibico Plastic Spiral Binding Combs 2014-05-21   
466                 Ibico Plastic Spiral Binding Combs 2015-10-23   
467        Ibico Plastic and Wire Spiral Binding Combs 2017-08-18   
468                  Ibico Recycled Linen-Style Covers 2016-09-26   
469                  Ibico Standard Transparent Covers 2016-05-09   
470               Iceberg OfficeWorks 42" Round Tables 2015-04-13   
474  Imation�8gb Micro Traveldrive Usb 2.0�Flash Drive 2017-10-28   
475                Imation�Clip USB�flash drive�- 8 GB 2016-01-03   
479            Insertable Tab Indexes For Data Binders 2016-03-13   
480                Insertable Tab Post Binder Dividers 2017-09-22   
482                  Iris 3-Drawer Stacking Bin, Black 2017-05-25   
491     Jawbone MINI JAMBOX Wireless Bluetooth Speaker 2017-02-17   
493                         KI Adjustable-Height Table 2016-09-10   
494                               KI Conference Tables 2015-10-24   
495    Kensington 6 Outlet SmartSocket Surge Protector 2015-11-21   
496       Kensington 7 Outlet MasterPiece Power Center 2014-09-08   
502               KeyTronic�KT800P2 -�Keyboard�- Black 2016-11-22   
503         Kingston Digital DataTraveler 16GB USB 2.0 2015-04-02   
504         Kingston Digital DataTraveler 16GB USB 2.0 2015-11-29   
506                         Laminate Occasional Tables 2016-11-05   
508  Lesro Round Back Collection Coffee Table, End ... 2017-11-23   
509  Lesro Sheffield Collection Coffee Table, End T... 2014-06-15   
511          Lexmark MX611dhe Monochrome Laser Printer 2014-09-08   
512          Lexmark MX611dhe Monochrome Laser Printer 2014-09-19   
513        Lifetime Advantage Folding Chairs, 4/Carton 2014-12-15   
514        Lifetime Advantage Folding Chairs, 4/Carton 2017-11-19   
515                 Linden 10" Round Wall Clock, Black 2017-11-06   
520    Logitech Desktop MK120 Mouse and keyboard Combo 2014-12-20   
521    Logitech Desktop MK120 Mouse and keyboard Combo 2017-10-28   
522                      Logitech G105 Gaming Keyboard 2016-11-24   
523  Logitech G13 Programmable Gameboard with LCD D... 2016-05-26   
524          Logitech G19 Programmable Gaming Keyboard 2016-11-24   
528             Logitech K350 2.4Ghz Wireless Keyboard 2017-08-07   
533              Logitech Wireless Touch Keyboard K400 2017-10-12   
538                       Longer-Life Soft White Bulbs 2014-12-16   
539                       Longer-Life Soft White Bulbs 2015-09-21   
544                  Martin-Yale Premier Letter Opener 2016-08-27   
545                     Master Caster Door Stop, Brown 2014-11-25   
550                        Maxell�LTO Ultrium - 800 GB 2017-11-12   
560              Metal Folding Chairs, Beige, 4/Carton 2015-09-07   
561                   Microsoft Natural Keyboard Elite 2014-07-26   
562                   Microsoft Natural Keyboard Elite 2017-02-21   
566         Motorola HK250 Universal Bluetooth Headset 2017-11-21   
570  Newell 3-Hole Punched Plastic Slotted Magazine... 2015-12-31   
595                   Novimex Swivel Fabric Task Chair 2015-05-26   
596                   Novimex Swivel Fabric Task Chair 2016-03-15   
597               Nu-Dell EZ-Mount Plastic Wall Frames 2015-08-25   
598                            Nu-Dell Executive Frame 2017-06-04   
599     O'Sullivan Living Dimensions 5-Shelf Bookcases 2014-09-25   
600     O'Sullivan Living Dimensions 5-Shelf Bookcases 2015-01-03   
601  O'Sullivan Manor Hill 2-Door Library in Briann... 2015-08-06   
602  O'Sullivan Manor Hill 2-Door Library in Briann... 2015-11-21   
603  O'Sullivan Plantations 2-Door Library in Landv... 2016-09-27   
604  O'Sullivan Plantations 2-Door Library in Landv... 2016-11-05   
605  O'Sullivan Plantations 2-Door Library in Landv... 2017-06-29   
607                                 OIC Stacking Trays 2016-08-18   
610  Office Impressions End Table, 20-1/2"H x 24"W ... 2016-03-03   
611  Office Star - Contemporary Swivel Chair with P... 2015-06-16   
612       Office Star - Contemporary Task Swivel Chair 2017-01-01   
613  Office Star - Contemporary Task Swivel chair w... 2015-12-26   
614  Office Star - Contemporary Task Swivel chair w... 2016-05-02   
615    Office Star - Ergonomically Designed Knee Chair 2016-10-20   
616  Office Star - Mid Back Dual function Ergonomic... 2016-03-03   
617  Office Star Flex Back Scooter Chair with White... 2014-11-23   
618  Office Star Flex Back Scooter Chair with White... 2016-05-26   
619  Office Star Flex Back Scooter Chair with White... 2017-11-19   
620                             Okidata C331dn Printer 2014-06-20   
622             Padded Folding Chairs, Black, 4/Carton 2014-09-13   
633  Perma STOR-ALL Hanging File Box, 13 1/8"W x 12... 2015-08-05   
645            Plymouth Boxed Rubber Bands by Plymouth 2014-03-01   
646                         Poly Designer Cover & Back 2015-08-25   
657                     Premier Electric Letter Opener 2016-08-13   
658              Premier Elliptical Ring Binder, Black 2017-09-08   
659     Premium Transparent Presentation Covers by GBC 2016-11-05   
660  Pressboard Covers with Storage Hooks, 9 1/2" x... 2016-05-21   
661  Pressboard Covers with Storage Hooks, 9 1/2" x... 2017-01-01   
662  Pressboard Hanging Data Binders for Unburst Sh... 2016-03-08   
663                     Presstex Flexible Ring Binders 2017-06-04   
664                        Prestige Round Ring Binders 2014-09-01   
682                Revere Boxed Rubber Bands by Revere 2014-09-14   
683  Riverside Furniture Oval Coffee Table, Oval En... 2014-09-07   
684    Riverside Furniture Stanwyck Manor Table Series 2014-04-20   
685  Riverside Palais Royal Lawyers Bookcase, Royal... 2016-09-08   
686                           Rogers Deluxe File Chest 2017-11-04   
687          Rogers Profile Extra Capacity Storage Tub 2014-05-20   
688                                 Round Ring Binders 2015-09-26   
691      Rush Hierlooms Collection Rich Wood Bookcases 2017-10-19   
692                           SAFCO Arco Folding Chair 2014-09-08   
693                      SAFCO Boltless Steel Shelving 2016-08-23   
694                      SAFCO Boltless Steel Shelving 2017-01-01   
695  SAFCO Optional Arm Kit for Workspace Cribbage ... 2017-08-17   
697                          Safco Commercial Shelving 2017-05-11   
698                               Safco Drafting Table 2016-03-21   
699                               Safco Drafting Table 2017-07-25   
700                          Safco Industrial Shelving 2017-08-07   
701                     Safco Industrial Wire Shelving 2017-06-19   
702              Safco Industrial Wire Shelving System 2014-06-20   
704  Safco Value Mate Series Steel Bookcases, Baked... 2016-03-14   
709                SanDisk Cruzer 8 GB USB Flash Drive 2015-11-22   
710  SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2014-05-20   
711  SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2016-10-21   
712  SanDisk Ultra 64 GB MicroSDHC Class 10 Memory ... 2017-11-30   
715                   Satellite Sectional Post Binders 2014-11-07   
716                   Satellite Sectional Post Binders 2017-04-16   
717                         Sauder Barrister Bookcases 2017-04-27   
718  Sauder Camden County Collection Libraries, Pla... 2016-08-28   
719            Sauder Camden County Collection Library 2016-12-02   
720  Sauder Mission Library with Doors, Fruitwood F... 2017-02-17   
721  Sauder Mission Library with Doors, Fruitwood F... 2017-05-06   
723                   Self-Adhesive Ring Binder Labels 2017-11-04   
730         Situations Contoured Folding Chairs, 4/Set 2016-09-05   
731         Situations Contoured Folding Chairs, 4/Set 2016-12-01   
732                         SlimView Poly Binder, 3/8" 2017-10-19   
743          Space Solutions Commercial Steel Shelving 2015-08-24   
744      Space Solutions HD Industrial Steel Shelving. 2014-09-08   
748  Square Ring Data Binders, Rigid 75 Pt. Covers,... 2014-08-25   
749          Stacking Tray, Side-Loading, Legal, Smoke 2016-06-11   
750                              Stacking Trays by OIC 2014-09-14   
751                              Stacking Trays by OIC 2017-02-09   
762                                     Staple remover 2015-12-31   
763                                     Staple remover 2017-03-02   
764                                     Staple remover 2017-09-28   
766                         Staple-based wall hangings 2014-11-23   
767                         Staple-based wall hangings 2016-07-16   
768                         Staple-based wall hangings 2016-08-18   
776    StarTech.com 10/100 VDSL2 Ethernet Extender Kit 2014-11-28   
777    StarTech.com 10/100 VDSL2 Ethernet Extender Kit 2015-05-26   
779             Sterilite Show Offs Storage Containers 2016-05-02   
780                  Sterling Rubber Bands by Alliance 2014-10-03   
781                       Stiletto Hand Letter Openers 2015-08-05   
782                       Stiletto Hand Letter Openers 2015-09-05   
785                            Storex Dura Pro Binders 2016-07-23   
786                            Storex Dura Pro Binders 2016-11-05   
787                            Storex Dura Pro Binders 2017-05-23   
788                            Storex Dura Pro Binders 2017-10-23   
789   Storex DuraTech Recycled Plastic Frosted Binders 2014-06-20   
790   Storex DuraTech Recycled Plastic Frosted Binders 2015-11-21   
791   Storex DuraTech Recycled Plastic Frosted Binders 2015-11-22   
792   Storex DuraTech Recycled Plastic Frosted Binders 2017-10-07   
795                              Surelock Post Binders 2017-11-12   
800                  Telescoping Adjustable Floor Lamp 2017-05-11   
801                  Telescoping Adjustable Floor Lamp 2017-11-19   
802             Tenex "The Solids" Textured Chair Mats 2016-10-13   
803               Tenex Antistatic Computer Chair Mats 2017-11-10   
804  Tenex Carpeted, Granite-Look or Clear Contempo... 2014-12-16   
805  Tenex Carpeted, Granite-Look or Clear Contempo... 2017-01-01   
806           Tenex Chairmat w/ Average Lip, 45" x 53" 2016-07-28   
807           Tenex Chairmats For Use with Hard Floors 2015-11-07   
811  Tenex Traditional Chairmats for Medium Pile Ca... 2015-10-08   
813                        Tennsco Commercial Shelving 2017-04-16   
814                        Tennsco Commercial Shelving 2017-05-23   
815                        Tennsco Double-Tier Lockers 2017-11-12   
816                              Tennsco Lockers, Gray 2016-11-19   
818  Tennsco Snap-Together Open Shelving Units, Sta... 2015-02-06   
819          Tensor Brushed Steel Torchiere Floor Lamp 2017-12-03   
822                     Trimflex Flexible Post Binders 2014-09-14   
823  Tripp Lite Isotel 6 Outlet Surge Protector wit... 2015-10-18   
824                                    Tuf-Vin Binders 2017-07-05   
826                          UniKeep View Case Binders 2015-02-06   
827                          UniKeep View Case Binders 2017-04-21   
829  Universal Recycled Hanging Pressboard Report B... 2014-11-11   
830                              V7 USB Numeric Keypad 2017-11-14   
838  WD My Passport Ultra 1TB Portable External Har... 2016-01-03   
839  WD My Passport Ultra 1TB Portable External Har... 2016-12-17   
840  WD My Passport Ultra 1TB Portable External Har... 2017-10-23   
841  WD My Passport Ultra 2TB Portable External Har... 2016-08-23   
843               Westinghouse Clip-On Gooseneck Lamps 2014-07-20   
848      Wilson Jones 1" Hanging DublLock Ring Binders 2017-12-25   
849            Wilson Jones Easy Flow II Sheet Lifters 2014-02-16   
850  Wilson Jones Elliptical Ring 3 1/2" Capacity B... 2014-08-25   
851  Wilson Jones Elliptical Ring 3 1/2" Capacity B... 2017-05-12   
852              Wilson Jones Four-Pocket Poly Binders 2017-07-02   
853  Wilson Jones Heavy-Duty Casebound Ring Binders... 2014-11-22   
854  Wilson Jones Heavy-Duty Casebound Ring Binders... 2015-07-13   
855                        Wilson Jones Impact Binders 2014-09-12   
856                        Wilson Jones Impact Binders 2016-11-22   
857                        Wilson Jones Impact Binders 2017-11-04   
858  Wilson Jones Leather-Like Binders with DublLoc... 2015-11-08   
859  Wilson Jones Leather-Like Binders with DublLoc... 2017-03-02   
860  Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2016-10-10   
861  Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2017-01-15   
862  Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2017-12-25   
863               Wilson Jones Legal Size Ring Binders 2017-11-14   
864               Wilson Jones Legal Size Ring Binders 2017-12-25   
865  Wilson Jones �Snap� Scratch Pad Binder Tool fo... 2017-09-17   
979  Xerox WorkCentre 6505DN Laser Multifunction Pr... 2014-09-19   
980  XtraLife ClearVue Slant-D Ring Binders by Card... 2015-03-22   
981                         Zipper Ring Binder Pockets 2017-11-06   

     Total_Sales  Total_Profit  
6        39.9600     -23.97600  
7        23.9760     -14.38560  
9       176.7720    -172.60608  
10       58.9240    -153.20240  
11      294.6200    -172.60608  
12       16.7840     -22.23880  
13       22.3800      -7.83300  
15        9.7080      -5.82480  
16       32.1920     -80.48000  
17       64.3840    -160.96000  
18       40.6800      -9.15300  
24        0.8760      -1.40160  
25        4.9920     -12.97920  
26       18.3200     -46.71600  
27       21.9840     -56.05920  
28       29.3120     -74.74560  
29       11.6480     -30.86720  
30        4.8360     -12.09000  
31       48.6320    -121.58000  
32       97.2640    -172.60608  
34        4.2760      -6.62780  
35       21.3800     -33.13900  
36        1.0440      -1.82700  
37       16.2700     -25.21850  
38        9.7620     -15.13110  
39       10.4300     -18.25250  
40        4.4700      -7.82250  
41        2.2860      -3.65760  
42        8.6080     -13.34240  
43       47.5840      -2.97400  
44       16.7840      -0.20980  
45       12.9920      -0.81200  
46        1.5240      -2.66700  
47        6.8740     -10.65470  
48       16.6560      -3.12300  
49        5.5520      -1.04100  
50        1.1120      -1.89040  
51        0.5560      -0.94520  
52        4.4880      -6.73200  
62        8.7520      -3.71960  
67       12.6240      -2.52480  
68       18.9360      -3.78720  
72        9.1560     -13.73400  
73        6.1040      -9.15600  
77        2.9200      -4.81800  
78       13.1400     -21.68100  
86      327.7328     -14.45880  
87      532.3992     -46.97640  
88     1227.9984     -36.11760  
89      613.9992     -18.05880  
90     1023.3320     -30.09800  
91      204.6664      -6.01960  
112       6.9240     -10.38600  
113       2.7240      -4.22220  
114      11.0600     -18.80200  
115       3.3180      -5.64060  
119       1.9960      -3.29340  
122       1.7880      -3.03960  
123       1.1920      -2.02640  
124       6.2300      -9.65650  
125       0.8980      -1.57150  
126       3.5920      -6.28600  
127       6.2860     -11.00050  
128       2.6940      -4.71450  
129       5.7280      -9.16480  
130       8.5680     -14.56560  
131       1.7200      -2.83800  
132      32.0600     -51.29600  
133       3.9600      -6.93000  
134       2.7720      -4.85100  
135       2.7240      -4.35840  
136       1.3620      -2.17920  
137       1.4760      -2.21400  
138       0.9840      -1.47600  
143    1419.9192    -172.60608  
144      87.1680    -172.60608  
145      32.7840     -85.23840  
146      21.3920     -54.54960  
147      12.9920     -32.48000  
149      19.4320     -49.55160  
150      38.8640     -99.10320  
152      46.6880      -2.91800  
153      67.9932     -12.99870  
154     913.4300    -169.63700  
155     376.5090     -43.02960  
156     102.4380     -13.17060  
157     307.3140     -39.51180  
158     512.1900     -65.85300  
159     251.0060     -68.13020  
160     933.4080    -172.60608  
163       2.2960      -3.90320  
180    1218.7350    -121.87350  
181     974.9880     -97.49880  
183     890.8410    -152.71560  
184     744.1000     -95.67000  
185     718.1160     -71.81160  
186     383.4656     -67.67040  
187     205.3328     -36.23520  
188     205.9992     -27.26460  
189      78.8528     -11.59600  
190     131.3760     -95.24760  
199      11.3940     -17.66070  
200       6.3300      -9.81150  
201       7.9800     -13.16700  
202      64.7840     -14.57640  
203     259.1360     -58.30560  
204     129.5680     -25.91360  
205     119.9760     -17.99640  
206     609.9800    -113.28200  
207     457.4850     -84.96150  
208     244.0060     -31.37220  
223       1.5560      -4.20120  
225       1.3440      -2.15040  
226      34.1760     -87.14880  
227      10.3320      -5.94090  
228      51.7120     -32.32000  
229     131.1360     -32.78400  
232      63.5520     -34.95360  
233      21.1840     -11.65120  
234      17.4960     -10.06020  
235      25.1600     -11.32200  
236      16.1920      -8.50080  
237      31.7760     -19.06560  
238      11.3760      -5.68800  
239      16.1920      -6.88160  
240       1.9880      -1.44130  
241      21.9680     -15.92680  
243     317.0580     -18.11760  
244     317.0580     -18.11760  
245      40.7840     -30.58800  
246       8.5440      -7.47600  
247       6.9840      -4.53960  
248      66.1120     -84.29280  
249      66.1120     -84.29280  
250      73.7840     -77.47320  
251     332.0280    -172.60608  
252      58.3600     -24.80300  
253      18.3360     -32.08800  
267       1.2480      -1.93440  
269      14.0000      -6.30000  
270     108.4000    -105.69000  
271      93.4560     -17.52300  
272      32.7120     -26.16960  
273      65.4240     -52.33920  
274      20.1040     -16.58580  
275      19.3000     -14.47500  
276      38.0800     -29.51200  
277      22.8480     -17.70720  
278      15.0080     -12.00640  
279      14.7600     -11.43900  
280      14.7600     -11.43900  
281       6.6880      -4.01280  
282      24.7000      -9.88000  
288       7.0680      -2.82720  
289     190.9200    -147.96300  
291     559.7100    -121.27050  
292       1.6240      -4.46600  
295      66.2840    -172.60608  
296      62.7900    -166.39350  
297      48.7840    -131.71680  
298      21.2040     -11.66220  
299      23.0760     -10.96110  
300      44.4600     -17.78400  
303      33.6200     -90.77400  
304     129.5520     -22.67160  
305     281.4240     -35.17800  
306     127.9200     -15.99000  
308      67.8400    -172.60608  
309      77.9520     -15.59040  
310     143.7280     -32.33880  
311     310.3920    -172.60608  
312    1419.9192    -172.60608  
314      19.5680     -52.83360  
315     177.6480     -28.86780  
316     772.6800     -57.95100  
317     152.6880     -26.72040  
318     338.0400     -33.80400  
319      88.8000      -2.22000  
320      15.2240     -38.82120  
321      15.2240     -38.82120  
322       9.6480     -16.88400  
323      12.8640     -22.51200  
328      22.6080     -10.17360  
329      22.6080     -10.17360  
330      11.3640     -17.04600  
333       5.3120      -1.59360  
334     210.3920    -172.60608  
335    1419.9192    -172.60608  
336    1088.7920    -172.60608  
337     896.9900    -172.60608  
338      30.9600     -52.63200  
339     760.9800    -172.60608  
340       6.5880     -10.21140  
341       8.7840     -13.61520  
342       8.8800     -13.32000  
343       3.8820      -5.82300  
344       6.4700      -9.70500  
345      11.6460     -17.46900  
346      11.9800     -19.16800  
347       4.4280      -6.86340  
348       1.4760      -2.28780  
349      13.7760     -22.04160  
350       6.8880     -11.02080  
351      22.3860     -35.81760  
352      16.7840     -26.85440  
353      29.3720     -46.99520  
354     252.7840    -172.60608  
355      51.1840     -79.33520  
356      10.0240     -16.53960  
357      23.9120     -40.65040  
358       6.8160     -11.58720  
359       2.5120      -4.39600  
360       7.5360     -13.18800  
361      10.7800     -17.24800  
362       4.3120      -6.89920  
363       4.3120      -6.89920  
364      10.7800     -17.24800  
365       4.9840      -8.47280  
366      33.2800     -49.92000  
367      12.1760     -18.87280  
368      18.5280     -27.79200  
369       9.2640     -13.89600  
370       7.6800     -11.52000  
371       5.7920      -9.55680  
372       2.8960      -4.77840  
373       8.2720     -13.64880  
374       2.0680      -3.41220  
376       2.3280      -0.75660  
377       2.3280      -0.75660  
378      25.1280      -6.91020  
379      75.3840     -20.73060  
383     213.4300     -39.63700  
384      95.9840      -4.11360  
385     797.9440     -56.99600  
386     179.8860      -2.56980  
387     899.4300     -12.84900  
388     600.5580      -8.57940  
389     600.5580      -8.57940  
390     107.7720     -29.25240  
391     107.7720     -29.25240  
392     379.3720    -119.23120  
393     212.0580     -15.14700  
394      56.6860     -20.24500  
395     344.3720     -93.47240  
396     211.2460     -66.39160  
397      85.2460      -1.21780  
398     104.9300      -4.49700  
399     127.3020      -9.09300  
400     127.8690      -9.13350  
401      85.2460      -6.08900  
402     255.1080     -18.22200  
403     318.4300     -77.33300  
404     318.4300     -77.33300  
405     191.0580     -46.39980  
406     220.7760     -44.15520  
407      84.7840     -16.95680  
410     981.3720    -140.19600  
411    1419.9192    -172.60608  
413     199.3040      -8.54160  
418    1419.9192    -172.60608  
419     454.9650    -136.48950  
420       7.9600     -13.93000  
421       8.7120     -19.60200  
422       8.6520     -20.33220  
423      68.8100    -123.85800  
424      13.7620     -24.77160  
425       2.2640      -5.20720  
426     103.4810     -16.26130  
427     206.9620     -32.52260  
428     517.4050     -81.30650  
429     408.4220      -5.83460  
430     674.0580     -19.25880  
431     124.4040     -21.32640  
432     512.3580     -14.63880  
433    1024.7160     -29.27760  
434     853.9300     -24.39800  
436     254.0580     -32.66460  
437     657.9300     -93.99000  
438     193.0656     -19.87440  
439    1212.9600     -69.31200  
441     918.7850    -118.12950  
442       1.3920      -3.75840  
443      93.0320    -172.60608  
444       9.3240     -24.70860  
445       5.4320     -13.58000  
446       2.6880      -7.39200  
447       0.4440      -1.11000  
448       3.1600      -8.53200  
449     463.2480    -172.60608  
452      82.5240     -41.26200  
453     103.5000     -77.62500  
454      76.7280     -53.70960  
455     127.8800     -67.13700  
456      21.9360     -10.41960  
462       6.9000     -12.07500  
463     243.9920    -172.60608  
464     182.9940    -172.60608  
465      18.2400     -31.00800  
466       6.0800     -10.33600  
467       6.7440     -11.46480  
468      15.6240     -24.99840  
469      13.1840     -20.43520  
470     211.3720     -45.29400  
474      24.0000      -2.70000  
475      30.0800      -5.26400  
479       1.2720      -2.16240  
480      11.2280     -18.52620  
482      50.1360     -11.28060  
491     438.3360     -87.66720  
493     300.9300     -34.39200  
494     347.3610     -69.47220  
495      24.5880     -67.61700  
496     177.9800    -172.60608  
502      24.0320      -0.60080  
503      50.1200      -0.62650  
504      21.4800      -0.26850  
506     863.1280    -160.29520  
508     127.7850     -31.03350  
509      99.9180     -18.55620  
511    1419.9192    -172.60608  
512    1419.9192    -172.60608  
513     763.2800     -21.80800  
514     305.3120      -8.72320  
515      30.5600     -19.86400  
520      65.4400      -8.18000  
521      26.1760      -3.27200  
522      94.9920      -2.37480  
523      63.9920      -7.19910  
524     297.5760      -7.43940  
528     119.4480     -13.43790  
533      39.9840      -1.49940  
538       8.6240      -2.58720  
539       4.9280      -1.47840  
544      51.5200     -10.94800  
545       6.0960      -3.96240  
550      44.7840      -0.55980  
560      47.5160      -2.03640  
561     431.1360     -26.94600  
562      47.9040      -2.99400  
566      55.1760     -12.41460  
570       3.6560      -5.84960  
595     105.6860     -28.68620  
596     528.4300    -143.43100  
597       7.8800      -3.94000  
598      30.3360     -17.44320  
599     300.5328     -97.23120  
600    1352.3976    -172.60608  
601     369.1992    -114.01740  
602     246.1328     -76.01160  
603     956.6648    -172.60608  
604     956.6648    -172.60608  
605     409.9992     -96.47040  
607       5.3440      -2.13760  
610     637.8960    -127.57920  
611     197.3720     -25.37640  
612     310.7440     -26.63520  
613     275.0580     -90.37620  
614     366.7440    -110.02320  
615      56.6860     -14.57640  
616     563.4300     -56.34300  
617     155.3720     -35.51360  
618     388.4300     -88.78400  
619     233.0580     -53.27040  
620     418.8000     -97.72000  
622     340.1160      -9.71760  
633      33.4880      -1.25580  
645      18.8400      -3.53250  
646       3.7980      -6.07680  
657     185.3760     -34.75800  
658      42.6160     -68.18560  
659      12.5880     -20.14080  
660       1.9640      -3.24060  
661      13.7480     -22.68420  
662       8.8560     -14.16960  
663       6.3700      -9.55500  
664       3.6480      -6.01920  
682       6.0480      -1.36080  
683     200.7950     -22.94800  
684     401.5900    -131.95100  
685    1419.9192    -172.60608  
686      52.7520     -12.52860  
687      66.9600     -13.39200  
688       2.0800      -3.43200  
691     328.3992     -91.75860  
692    2386.6192     -38.66800  
693     727.2960    -172.60608  
694     454.5600    -107.95800  
695      74.5920      -2.13120  
697      74.4160     -14.88320  
698      99.3720      -1.41960  
699     298.1160      -4.25880  
700     118.1600     -25.10900  
701     153.5840     -32.63660  
702     509.4880    -127.37200  
704     241.3320     -14.19600  
709      27.1680      -1.35840  
710      20.7840      -3.63720  
711     106.0800      -9.28200  
712      95.9760     -10.79730  
715      26.0460     -44.27820  
716      26.0460     -44.27820  
717     220.2656     -42.10960  
718     156.3728     -52.89080  
719     781.8640    -137.97600  
720      89.0664     -17.02740  
721     623.4648    -119.19180  
723       1.4080      -2.32320  
730     347.8020     -24.84300  
731     248.4300     -17.74500  
732       2.0720      -3.52240  
743     724.0800    -135.76500  
744     275.9280     -58.63470  
748      12.3840     -19.81440  
749      12.5440      -9.09440  
750       9.9600      -6.72300  
751       3.9840      -2.68920  
762       5.8880      -1.32480  
763       6.9760      -1.39520  
764       1.7440      -0.34880  
766       6.3680      -2.54720  
767       9.5520      -3.82080  
768       9.5520      -3.82080  
776     998.8500    -172.60608  
777     399.5400     -79.90800  
779      12.6720      -3.16800  
780      15.0720      -3.76800  
781      23.0400      -4.89600  
782      69.1200     -14.68800  
785       4.7520      -8.31600  
786       3.5640      -6.23700  
787       1.1880      -1.96020  
788       3.5640      -6.23700  
789       3.3920      -5.08800  
790       1.6960      -2.54400  
791       2.5440      -3.81600  
792       4.2400      -6.36000  
795      30.5600     -45.84000  
800       7.9960      -6.99650  
801      15.9920     -13.99300  
802     139.9200    -150.41400  
803     341.9600    -172.60608  
804      56.5680     -74.95260  
805     141.4200    -172.60608  
806     302.7200    -172.60608  
807      64.9600     -84.44800  
811      72.7800     -70.96050  
813      32.5440      -7.72920  
814      48.8160     -11.59380  
815     540.0480     -47.25420  
816     100.7040     -16.36440  
818     670.7520    -125.76600  
819      13.5920     -14.27160  
822       8.5520     -13.68320  
823      73.1640    -172.60608  
824       6.3160     -10.42140  
826       2.9340      -4.98780  
827       2.9340      -4.98780  
829       1.2340      -1.97440  
830     167.9520     -27.29220  
838     165.6000      -6.21000  
839     165.6000      -6.21000  
840      55.2000      -2.07000  
841     666.4000     -33.32000  
843      16.7400     -14.22900  
848       3.1680      -5.06880  
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850      25.6800     -39.80400  
851      34.2400     -53.07200  
852       5.2320      -8.10960  
853       6.9280     -11.08480  
854      41.5680     -66.50880  
855       5.1800      -8.02900  
856       6.2160      -9.63480  
857       4.1440      -6.42320  
858      10.4760     -17.28540  
859      12.2220     -20.16630  
860      16.3920     -26.22720  
861      32.7840     -52.45440  
862      40.9800     -65.56800  
863      21.9900     -32.98500  
864      39.5820     -59.37300  
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980      14.1120     -21.16800  
981       1.2480      -1.93440  
No description has been provided for this image
In [85]:
# Eyalet ve alt kategori bazında toplam satış ve kâr hesaplama
subcategory_profit_loss = df.groupby(['State', 'Sub_Category']).agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# Kar etmeyen alt kategorileri bulma
unprofitable_subcategories = subcategory_profit_loss[subcategory_profit_loss['Total_Profit'] < 0]

# Zarar eden alt kategorileri yazdırma
if not unprofitable_subcategories.empty:
    print("Zarar eden alt kategoriler:")
    print(unprofitable_subcategories[['State', 'Sub_Category', 'Total_Sales', 'Total_Profit']])
else:
    print("Zarar eden alt kategori bulunmamaktadır.")

# Zarar eden alt kategorilerin zaman bazında analizi
# Eyalet ve alt kategori bazında tarih bazında toplam satış ve kâr hesaplama
product_profit_loss_time = df.groupby(['State', 'Sub_Category', 'Order_Date']).agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# Zarar eden alt kategorilerin zaman bazında detaylı analizi
for _, row in unprofitable_subcategories.iterrows():
    state = row['State']
    sub_category = row['Sub_Category']
    
    # İlgili alt kategori ve eyalet için veri filtreleme
    time_analysis = product_profit_loss_time[(product_profit_loss_time['State'] == state) & 
                                             (product_profit_loss_time['Sub_Category'] == sub_category)]
    
    if not time_analysis.empty:
        print(f"\n{state} eyaletinde {sub_category} alt kategorisi için zaman bazında zarar analizi:")
        print(time_analysis[['Order_Date', 'Total_Sales', 'Total_Profit']])
        
        # Görselleştirme
        plt.figure(figsize=(12, 6))
        plt.plot(time_analysis['Order_Date'], time_analysis['Total_Profit'], marker='o', linestyle='-', color='red', label='Toplam Kâr')
        plt.title(f'{state} Eyaletinde {sub_category} Alt Kategorisi için Zarar Analizi')
        plt.xlabel('Tarih')
        plt.ylabel('Toplam Kâr')
        plt.axhline(0, color='black', linewidth=1)  # Kırmızı çizgi sıfır noktasını gösterir
        plt.xticks(rotation=45)
        plt.grid(axis='y')
        plt.legend()
        plt.show()
    else:
        print(f"{state} eyaletinde {sub_category} alt kategorisi için zaman bazında veri bulunmamaktadır.")
Zarar eden alt kategoriler:
             State Sub_Category  Total_Sales  Total_Profit
19         Arizona      Binders    2185.3530    -837.67946
20         Arizona    Bookcases     519.2130    -517.81824
26         Arizona     Machines     965.9490    -409.20816
29         Arizona      Storage    2590.3840    -271.17090
30         Arizona     Supplies     282.5280     -30.19760
..             ...          ...          ...           ...
575          Texas     Machines   10046.0268    -944.12230
578          Texas      Storage   15588.5672    -763.57868
579          Texas     Supplies    2006.6072    -223.87118
580          Texas       Tables   15760.6610   -2215.93548
640  West Virginia       Tables     673.3440     -76.95360

[79 rows x 4 columns]

Arizona eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
    Order_Date  Total_Sales  Total_Profit
94  2014-01-19       32.340     -23.71600
95  2014-06-22        8.226      -6.03240
96  2014-07-23        8.160      -5.71200
97  2014-08-09        9.345      -6.54150
98  2014-12-13        5.214      -4.17120
99  2014-12-27      946.764    -172.60608
100 2014-12-30      551.985    -172.60608
101 2015-05-23       19.194     -12.79600
102 2015-06-18       13.692      -9.43040
103 2015-07-10        3.366      -2.24400
104 2015-07-19        2.025      -1.35000
105 2015-09-26      149.619    -107.44910
106 2015-11-06        4.401      -3.52080
107 2016-03-08        9.702      -7.11480
108 2016-04-22       28.485     -20.88900
109 2016-07-10       44.856     -35.88480
110 2016-10-02       54.792     -40.18080
111 2016-11-12       10.638      -7.94680
112 2016-12-19       15.654     -11.82720
113 2017-01-23        4.938      -3.62120
114 2017-05-15        4.752      -3.16800
115 2017-06-08       72.588     -48.39200
116 2017-07-18        7.656      -6.12480
117 2017-09-07        7.857      -6.02370
118 2017-09-19       18.180     -13.93800
119 2017-10-21        8.559      -6.56190
120 2017-11-05        2.388      -1.83080
121 2017-11-10       38.388     -25.59200
122 2017-11-24       20.724     -15.19760
123 2017-12-02       67.860     -45.24000
124 2017-12-09       13.005      -9.97050
No description has been provided for this image
Arizona eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
    Order_Date  Total_Sales  Total_Profit
125 2014-01-19      181.470    -172.60608
126 2015-07-14      127.764    -172.60608
127 2017-05-11      209.979    -172.60608
No description has been provided for this image
Arizona eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
    Order_Date  Total_Sales  Total_Profit
178 2016-12-25      269.970    -172.60608
179 2017-10-16      599.985    -172.60608
180 2017-11-10       95.994     -63.99600
No description has been provided for this image
Arizona eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
    Order_Date  Total_Sales  Total_Profit
228 2014-07-14       55.920        6.2910
229 2014-09-13       79.400        5.9550
230 2014-12-09      100.704       -1.2588
231 2015-04-13       10.744        0.8058
232 2015-06-15       82.368      -19.5624
233 2015-07-14      272.736      -64.7748
234 2015-09-26      483.552      -87.8652
235 2015-12-06      247.104      -58.6872
236 2016-03-10      104.696        6.5435
237 2016-04-14       42.976        4.2976
238 2016-07-10       16.768        1.4672
239 2016-11-27       39.808        3.9808
240 2017-02-20       51.168       -6.3960
241 2017-06-08       35.168       -8.3524
242 2017-06-11      284.040      -40.8078
243 2017-08-31       10.744        0.8058
244 2017-09-19       12.624       -2.5248
245 2017-11-05      243.992       30.4990
246 2017-11-24      415.872      -41.5872
No description has been provided for this image
Arizona eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
    Order_Date  Total_Sales  Total_Profit
247 2014-10-02       15.360       -3.2640
248 2014-11-30       47.992        3.5994
249 2016-04-22      185.376      -34.7580
250 2016-07-18       33.800        4.2250
No description has been provided for this image
Arizona eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
    Order_Date  Total_Sales  Total_Profit
251 2014-09-19       73.915     -45.82730
252 2015-07-26      393.165    -172.60608
253 2016-04-22     1272.630    -172.60608
254 2016-09-25      393.165    -172.60608
255 2016-12-19      455.970    -172.60608
256 2016-12-25       35.445     -24.10260
257 2017-02-20      386.910    -172.60608
258 2017-07-18      801.600    -172.60608
259 2017-12-22      182.550    -135.08700
No description has been provided for this image
California eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
1957 2014-01-27     333.0000      -16.6500
1958 2014-03-03     626.3520      -23.4882
1959 2014-04-08      99.5920        2.4898
1960 2014-05-27     567.1200      -28.3560
1961 2014-06-09    1419.9192       85.3092
...         ...          ...           ...
2017 2017-10-27     189.5760        9.4788
2018 2017-11-03    1906.2872       57.3924
2019 2017-11-24     435.1680        7.3248
2020 2017-12-08    1004.0240     -112.9527
2021 2017-12-09     896.3280       22.4082

[65 rows x 3 columns]
No description has been provided for this image
Colorado eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2055 2014-06-21       36.252      -24.9072
2056 2014-12-26       78.600      -62.8800
2057 2015-01-06        1.938       -1.3566
2058 2015-09-28        1.080       -0.7920
2059 2015-11-13       36.882      -25.8174
2060 2015-11-20       14.508      -10.7964
2061 2016-04-24        3.108       -2.1756
2062 2016-05-20       40.635      -32.5080
2063 2016-05-30       39.948      -28.9424
2064 2016-07-08       28.704      -19.4272
2065 2016-07-18        1.872       -1.4352
2066 2016-08-15       18.882      -13.8468
2067 2016-10-06       29.880      -24.1016
2068 2017-04-17       42.588      -31.6322
2069 2017-05-05        9.552       -7.3232
2070 2017-09-28       76.776      -58.8616
2071 2017-10-22        3.168       -2.5344
2072 2017-12-01        6.783       -4.7481
2073 2017-12-02       36.624      -24.4160
2074 2017-12-28        1.188       -0.9900
No description has been provided for this image
Colorado eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2075 2015-11-20      145.764    -172.60608
2076 2015-12-11       69.576    -143.79040
2077 2015-12-24      590.058    -172.60608
2078 2016-03-19       72.294     -98.80180
2079 2016-10-10       90.882    -172.60608
2080 2017-05-05       89.991    -152.98470
2081 2017-09-23      180.588    -172.60608
2082 2017-12-02      242.352    -172.60608
2083 2017-12-19      102.018    -172.60608
No description has been provided for this image
Colorado eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2127 2015-10-30      59.9940     -45.99540
2128 2016-10-06     703.7100    -172.60608
2129 2017-04-17    1419.9192    -172.60608
No description has been provided for this image
Colorado eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2159 2014-03-10      636.408      -15.9102
2160 2015-10-01      139.424       17.4280
2161 2016-07-08       33.488       -1.2558
2162 2016-07-18      931.608      -33.8040
2163 2016-09-24      511.056      -95.8230
2164 2016-12-11      243.384      -51.7191
2165 2017-01-14      168.624       14.7546
2166 2017-06-17      146.352      -32.9292
2167 2017-08-21      237.096       20.7459
2168 2017-09-28      147.184      -29.4368
2169 2017-12-02      114.288       12.8574
2170 2017-12-19       78.256      -17.6076
No description has been provided for this image
Colorado eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2171 2014-08-23        6.800       0.51000
2172 2015-04-27        5.840       0.73000
2173 2015-10-02       10.944       0.95760
2174 2017-03-13     1332.496    -172.60608
2175 2017-12-03       47.320       5.91500
No description has been provided for this image
Colorado eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2176 2014-08-03       218.75    -161.87500
2177 2014-11-18       145.98     -99.26640
2178 2015-12-11       364.95    -172.60608
2179 2016-10-13       727.45    -172.60608
No description has been provided for this image
Connecticut eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2256 2014-07-19       70.560       -4.0320
2257 2016-01-15      181.797      -15.5826
No description has been provided for this image
Delaware eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2343 2015-07-11      199.836      -37.1124
2344 2017-07-15      310.443      -48.7839
No description has been provided for this image
Florida eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2425 2014-02-02       18.336     -12.22400
2426 2014-03-15       50.406     -37.20500
2427 2014-03-19       33.570     -25.73700
2428 2014-03-31       14.514     -11.42430
2429 2014-05-13      398.352    -172.60608
2430 2014-06-06        1.365      -0.91000
2431 2014-07-01        5.184      -3.62880
2432 2014-07-05        9.810      -6.86700
2433 2014-08-29      505.176    -172.60608
2434 2014-11-30        6.642      -4.42800
2435 2014-12-16        1.167      -0.85580
2436 2014-12-19        4.812      -3.68920
2437 2015-06-08       18.264     -13.39360
2438 2015-06-09      102.720     -69.76400
2439 2015-06-11       82.368     -66.02000
2440 2015-09-06        3.444      -2.52560
2441 2015-10-09       13.086      -9.90780
2442 2015-11-07     1361.631    -185.52288
2443 2015-11-12        9.900      -7.74540
2444 2015-11-13      121.104    -100.92000
2445 2015-11-20       70.110     -56.08800
2446 2015-12-04        8.226      -6.03240
2447 2015-12-11       12.828      -8.97960
2448 2016-02-21       38.622     -29.48480
2449 2016-05-14       81.354     -61.57900
2450 2016-05-15        7.764      -5.17600
2451 2016-05-17       29.970     -23.77920
2452 2016-05-20        2.694      -2.24500
2453 2016-06-14       39.936     -26.62400
2454 2016-07-29        2.214      -1.47600
2455 2016-09-22        7.506      -6.00480
2456 2016-10-01        5.388      -4.49000
2457 2016-10-21       28.752     -21.08480
2458 2016-10-28       75.615     -56.67300
2459 2016-11-11        9.888      -6.92160
2460 2016-11-26        3.744      -2.62080
2461 2016-11-28        7.434      -5.69940
2462 2016-12-18      254.058    -169.37200
2463 2017-01-07        2.808      -1.96560
2464 2017-02-03        3.882      -2.58800
2465 2017-03-28       68.742     -48.11940
2466 2017-04-07        5.328      -3.55200
2467 2017-04-09       17.430     -13.36300
2468 2017-04-10        4.419      -3.09330
2469 2017-04-15       15.570     -11.93700
2470 2017-04-30        4.842      -3.55080
2471 2017-06-03        4.554      -3.49140
2472 2017-09-21       12.294      -8.60580
2473 2017-09-24       15.570     -11.41800
2474 2017-10-27        5.607      -3.92490
2475 2017-11-03        4.086      -2.99640
2476 2017-11-10       11.520      -7.68000
2477 2017-11-18       20.232     -16.18560
2478 2017-12-02       45.660     -33.48400
No description has been provided for this image
Florida eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2479 2014-08-08      155.456       -7.7728
2480 2015-07-17      231.920        5.7980
2481 2015-11-20      290.352      -36.2940
2482 2016-11-20      289.568       10.8588
2483 2016-11-24      339.920        8.4980
2484 2017-05-01      314.352      -15.7176
2485 2017-06-03      241.568        0.0000
2486 2017-11-25      723.920      -81.4410
No description has been provided for this image
Florida eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2487 2014-03-31    1125.4880      98.48020
2488 2014-12-14     186.3040      13.97280
2489 2014-12-16    1013.8320     101.38320
2490 2014-12-23      64.7840       6.47840
2491 2015-03-29    1166.9200     131.27850
2492 2015-06-11    1123.9200    -172.60608
2493 2015-11-12     670.0560     -55.59870
2494 2016-05-28     390.2720     -24.39200
2495 2016-11-06     207.9840     -28.59780
2496 2017-01-30     419.1360     -68.10960
2497 2017-04-01     218.3520     -19.10580
2498 2017-05-01    1419.9192       0.00000
2499 2017-06-26     273.5520     -13.67760
2500 2017-07-06     239.2400      23.92400
2501 2017-09-04      97.1840       6.07400
2502 2017-09-26     419.1360     -57.63120
2503 2017-10-21     683.9520      42.74700
2504 2017-12-11      64.7840     -12.14700
No description has been provided for this image
Florida eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2575 2014-03-18    2241.2192    -189.03208
2576 2015-11-22      32.9850      -1.97910
2577 2016-06-09     695.7000     -27.82800
2578 2016-07-23     265.4750    -111.49950
2579 2017-12-25     120.0000      -7.20000
No description has been provided for this image
Florida eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2657 2014-03-15     142.7760      17.84700
2658 2014-03-19      26.1600       1.96200
2659 2014-12-23     508.1920     -11.65580
2660 2015-03-22     150.4080     -33.84180
2661 2015-06-08     516.9600      -6.46200
2662 2015-06-11    1600.4320      72.97400
2663 2015-09-15      24.6720       2.15880
2664 2015-10-10    1419.9192    -172.60608
2665 2015-10-11      22.3680       2.51640
2666 2015-10-22       9.9520       0.99520
2667 2015-11-20      17.4400       1.30800
2668 2016-02-21     432.4560      32.43420
2669 2016-05-26     184.7040      13.85280
2670 2016-11-20      39.7200       4.46850
2671 2016-12-11      85.2240       7.45710
2672 2017-04-24     113.5680     -21.29400
2673 2017-06-10    1347.5200      84.22000
2674 2017-06-20       4.4640       0.33480
2675 2017-09-05     147.1840     -29.43680
2676 2017-09-08      61.6800       5.39700
2677 2017-09-19      95.6160       9.56160
2678 2017-10-20       4.7680      -0.77480
2679 2017-11-18      81.3600     -19.32300
No description has been provided for this image
Florida eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2680 2014-08-12        5.552      -1.04100
2681 2014-08-22        7.632      -1.81260
2682 2015-05-01       41.376       4.65480
2683 2016-07-07       45.584       5.12820
2684 2016-12-18      961.480    -172.60608
2685 2017-05-01        3.328       0.41600
2686 2017-11-18        2.944      -0.66240
No description has been provided for this image
Florida eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2687 2014-08-29     174.0585    -110.76450
2688 2015-04-26     191.5155     -76.60620
2689 2015-10-11     957.5775    -172.60608
2690 2015-11-27     375.4575    -157.00950
2691 2016-08-12     562.2925    -172.60608
2692 2016-09-18     383.4380    -167.31840
2693 2016-11-27     331.0230    -114.35340
2694 2017-04-07     854.4745    -274.65408
2695 2017-05-01     933.2620    -172.60608
2696 2017-12-11     721.8750    -172.60608
No description has been provided for this image
Illinois eyaletinde Appliances alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2910 2014-05-25       75.600    -166.32000
2911 2014-09-14       52.448    -131.12000
2912 2014-12-02        2.394      -6.34410
2913 2014-12-06       14.016     -31.53600
2914 2014-12-09       20.388     -53.00880
2915 2015-03-05      180.980    -172.60608
2916 2015-05-10       70.970    -172.60608
2917 2015-05-21       20.768     -52.95840
2918 2015-06-08      143.128    -172.60608
2919 2015-08-23        5.768     -13.55480
2920 2015-12-10       53.088    -108.83040
2921 2016-02-16       92.064    -172.60608
2922 2016-03-06        2.334      -6.30180
2923 2016-04-21       48.792    -126.85920
2924 2016-05-03       26.406     -71.29620
2925 2016-12-09        4.356     -11.76120
2926 2017-07-09       58.464    -146.16000
2927 2017-09-02        5.588     -15.08760
2928 2017-09-23       73.176    -172.60608
2929 2017-10-21       23.992     -62.37920
No description has been provided for this image
Illinois eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2965 2014-01-04       3.5400      -5.48700
2966 2014-02-06       8.9520     -14.77080
2967 2014-02-21       8.8500     -13.71750
2968 2014-03-31       8.1340     -13.82780
2969 2014-05-11     104.5800    -172.55700
...         ...          ...           ...
3033 2017-11-05      16.0300     -25.64800
3034 2017-11-26      33.5680     -53.70880
3035 2017-12-07    1419.9192    -172.60608
3036 2017-12-23      13.8400     -22.14400
3037 2017-12-28       1.6800      -2.68800

[73 rows x 3 columns]
No description has been provided for this image
Illinois eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
3038 2014-09-20      493.430      -70.4900
3039 2014-11-18      424.116      -30.2940
3040 2015-03-24      359.058      -35.9058
3041 2015-07-20     1298.374     -178.6776
3042 2015-12-20      359.058      -71.8116
3043 2016-09-03      198.744        0.0000
3044 2016-12-23      141.372      -14.1372
3045 2017-08-03      183.372      -36.6744
3046 2017-09-04      825.174     -117.8820
No description has been provided for this image
Illinois eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
3047 2014-03-01      634.116    -172.11720
3048 2014-05-26      359.772      -5.13960
3049 2014-08-20      421.372      -6.01960
3050 2014-10-03      258.279     -70.10430
3051 2014-11-11      797.944     -56.99600
3052 2014-11-16       37.296      -1.06560
3053 2015-03-30      366.744    -110.02320
3054 2015-04-25      128.058     -23.78220
3055 2015-04-30      213.115     -15.22250
3056 2015-05-24      602.651    -163.57670
3057 2015-07-02      790.538     -98.63420
3058 2015-07-12      383.607      -5.48010
3059 2015-09-13      170.072     -12.14800
3060 2016-02-16       62.958      -2.69820
3061 2016-03-21      528.430       0.00000
3062 2016-03-29      844.116     -36.17640
3063 2016-05-31      191.079     -38.21580
3064 2016-06-27      539.658      -7.70940
3065 2016-07-07      253.372     -14.47840
3066 2016-09-19      701.372     -50.09800
3067 2016-09-26      747.558     -96.11460
3068 2016-11-11       47.992      -2.05680
3069 2016-12-27      845.488     -12.07840
3070 2017-02-16      600.558      -8.57940
3071 2017-03-13       89.768      -2.56480
3072 2017-04-20      317.058     -18.11760
3073 2017-05-22      181.986     -54.59580
3074 2017-05-28      106.869     -29.00730
3075 2017-06-13      470.302     -87.34180
3076 2017-06-30      569.058    -172.60608
3077 2017-07-22      526.344     -75.19200
3078 2017-09-24      520.464     -14.87040
3079 2017-10-10      239.358     -47.87160
3080 2017-10-12      254.604     -18.18600
3081 2017-11-18      127.386     -25.47720
3082 2017-12-11      520.464     -14.87040
3083 2017-12-28      113.372      -3.23920
No description has been provided for this image
Illinois eyaletinde Furnishings alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
3109 2014-05-25       29.320     -24.18900
3110 2014-06-03       61.544     -40.00360
3111 2014-11-11       10.984      -7.96340
3112 2014-11-18        8.544      -7.47600
3113 2014-12-06       10.776      -4.84920
3114 2014-12-13       94.428     -42.49260
3115 2014-12-15        8.544      -7.47600
3116 2014-12-27       32.952     -19.77120
3117 2014-12-29       47.712     -55.47360
3118 2015-01-17      254.744    -172.60608
3119 2015-03-05        4.712      -1.88480
3120 2015-05-04       22.288      -8.91520
3121 2015-05-31       51.560     -61.87200
3122 2015-07-12        7.760      -2.13400
3123 2015-09-27       24.288     -12.75120
3124 2015-11-13       17.496      -7.43580
3125 2015-11-16       34.504     -15.52680
3126 2015-11-28      164.092    -181.09848
3127 2015-12-17       41.552     -19.73720
3128 2015-12-21       51.756     -33.64140
3129 2016-03-06      159.040    -172.60608
3130 2016-04-28       30.344     -31.86120
3131 2016-05-17       22.608     -10.17360
3132 2016-05-27       30.760     -35.03340
3133 2016-05-31       32.064     -12.82560
3134 2016-06-04      435.412    -180.11208
3135 2016-07-07       60.288     -27.12960
3136 2016-09-02       84.272     -75.84480
3137 2016-09-03       83.952     -90.24840
3138 2016-09-08       14.136      -7.77480
3139 2016-10-23       16.156     -12.11700
3140 2016-11-12       22.752      -8.53200
3141 2016-11-29      242.176    -172.60608
3142 2017-02-03       22.200     -26.08500
3143 2017-02-16        7.692      -3.65370
3144 2017-04-20       58.960     -58.35800
3145 2017-05-18       24.500     -11.16690
3146 2017-06-09       23.976     -14.38560
3147 2017-06-12        8.856      -6.86340
3148 2017-06-30       14.224     -10.31240
3149 2017-07-20        8.792      -5.71480
3150 2017-08-26       64.960     -43.84800
3151 2017-10-13       10.476      -6.80940
3152 2017-11-23        6.464      -4.04000
3153 2017-12-11       77.720     -66.06200
3154 2017-12-14      324.712    -200.68268
3155 2017-12-28       10.928      -3.79640
No description has been provided for this image
Illinois eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
3266 2014-01-04      272.736      -64.7748
3267 2014-04-05      101.728        7.6296
3268 2014-05-05       45.248        3.9592
3269 2014-05-26      102.624        7.6968
3270 2014-06-03      132.696        9.9522
3271 2014-07-26      123.552      -29.3436
3272 2014-09-22      331.536      -82.8840
3273 2014-10-20      505.320       31.5825
3274 2014-11-18      381.720      -66.8010
3275 2014-11-24      646.200       -8.0775
3276 2014-12-05       24.816        1.8612
3277 2014-12-06       35.168       -8.3524
3278 2014-12-19       32.592       -7.7406
3279 2014-12-22      132.160        9.9120
3280 2014-12-27       30.016        3.0016
3281 2015-03-05       60.416        6.0416
3282 2015-04-25      221.024      -55.2560
3283 2015-07-02      504.104       54.9967
3284 2015-11-15      250.272       15.6420
3285 2015-11-16       21.488        1.6116
3286 2015-11-28      136.288      -15.5184
3287 2015-12-17      180.016      -15.7514
3288 2015-12-27       12.672       -3.1680
3289 2015-12-28       24.816        1.5510
3290 2016-04-18      230.376      -48.9549
3291 2016-04-21      102.336      -12.7920
3292 2016-04-22       23.952        2.3952
3293 2016-05-27     1297.368       97.3026
3294 2016-07-30     1036.624       51.8312
3295 2016-09-02       35.168       -8.3524
3296 2016-11-21       21.568        1.6176
3297 2016-11-27       97.984      -24.4960
3298 2017-02-16       50.352       -8.1822
3299 2017-04-17      195.136      -43.9056
3300 2017-04-24       72.784      -18.1960
3301 2017-06-13      164.736      -39.1248
3302 2017-07-09      228.920       14.3075
3303 2017-07-10      298.464       26.1156
3304 2017-07-20       69.712        8.7140
3305 2017-08-29       27.440        2.4010
3306 2017-09-02      235.920      -44.2350
3307 2017-10-06      290.336       32.6628
3308 2017-11-13      230.376      -48.9549
3309 2017-12-04       61.568        4.6176
No description has been provided for this image
Illinois eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
3317 2014-05-30      355.455    -172.60608
3318 2014-06-07      268.935    -172.60608
3319 2014-09-20      617.700    -172.60608
3320 2014-11-18      292.100    -172.60608
3321 2014-12-06      214.950    -120.37200
3322 2015-06-22      796.425    -172.60608
3323 2016-01-30      626.100    -172.60608
3324 2016-03-06      145.980     -99.26640
3325 2016-06-04      177.225    -120.51300
3326 2016-09-08      601.470    -172.60608
3327 2017-01-30       69.375     -47.17500
3328 2017-02-17      480.960    -172.60608
3329 2017-06-09      108.925     -71.89050
3330 2017-09-08      765.625    -172.60608
3331 2017-10-09      719.095    -215.25888
3332 2017-10-19       91.275     -67.54350
3333 2017-11-19      219.075    -131.44500
No description has been provided for this image
Maryland eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
3781 2016-02-14      550.431      -47.1798
3782 2016-10-04      239.372      -23.9372
No description has been provided for this image
Massachusetts eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
3897 2014-05-07     194.2500     -38.85000
3898 2014-05-12     700.0560    -130.01040
3899 2015-11-27     446.0680       0.00000
3900 2016-08-27     244.6150      20.96700
3901 2016-12-01     366.0090     -47.05830
3902 2017-08-27    1419.9192    -172.60608
3903 2017-12-14     526.5820     -52.65820
No description has been provided for this image
Nevada eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
4378 2014-07-26      674.352     -109.5822
No description has been provided for this image
New Hampshire eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
4425 2015-12-19     1053.164     -105.3164
No description has been provided for this image
New Jersey eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
4547 2016-03-11      244.006      -31.3722
4548 2016-05-22      174.286      -19.9184
No description has been provided for this image
New York eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5526 2014-03-17    3105.4032    -467.99376
5527 2014-06-06     991.7640    -172.60608
5528 2014-09-14     464.2920    -108.33480
5529 2014-12-23      53.3160     -19.54920
5530 2015-01-10    1018.1040    -172.60608
5531 2015-07-31    1090.7820    -172.60608
5532 2015-08-09     382.8060    -153.12240
5533 2015-08-24     284.3640     -75.83040
5534 2015-09-07     508.5900    -134.45790
5535 2015-09-17     344.2200    -103.26600
5536 2015-10-12     209.6700     -13.97800
5537 2016-01-25     313.7220     -99.34530
5538 2016-03-01     836.5920    -172.60608
5539 2016-06-17     376.8660    -172.60608
5540 2016-08-12     209.1480     -66.23020
5541 2016-10-01     330.5880    -115.70580
5542 2016-10-16     142.1820     -37.91520
5543 2016-11-26     313.1760    -120.05080
5544 2016-12-03     400.0320    -153.34560
5545 2016-12-25     313.1760    -120.05080
5546 2017-06-03     384.7680    -115.43040
5547 2017-06-30    1044.6300    -172.60608
5548 2017-09-02     254.5260     -93.32620
5549 2017-11-05     166.5000     -66.60000
5550 2017-11-19      79.9740     -29.32380
No description has been provided for this image
North Carolina eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5609 2014-03-22      59.1090     -45.31690
5610 2014-09-13      18.6480     -12.43200
5611 2014-11-03      14.3010     -10.48740
5612 2015-03-21      12.8430      -9.84630
5613 2015-05-20       6.4080      -4.91280
5614 2015-07-02       2.8920      -2.31360
5615 2015-07-05       7.2300      -5.78400
5616 2015-09-13      13.0920     -10.03720
5617 2015-10-02       7.3800      -5.41200
5618 2015-11-08      39.8790     -29.24460
5619 2015-11-30       6.0480      -4.23360
5620 2015-12-03      95.9700     -73.57700
5621 2016-01-08      30.8280     -24.66240
5622 2016-04-15     189.5880    -145.35080
5623 2016-05-30       3.2820      -2.62560
5624 2016-07-29      27.3960     -20.09040
5625 2016-08-13      11.2320      -8.23680
5626 2016-09-02      40.1310     -30.19310
5627 2016-09-06       3.2040      -2.45640
5628 2016-10-10       4.0950      -2.73000
5629 2016-10-28      17.6160     -14.09280
5630 2016-12-24      27.8820     -20.44680
5631 2017-01-02      44.5140     -33.68760
5632 2017-01-21      35.7840     -28.62720
5633 2017-03-10      13.0920     -10.03720
5634 2017-05-06      68.5410     -52.54810
5635 2017-05-27      12.0600     -10.05000
5636 2017-06-11       4.5720      -3.81000
5637 2017-10-07      50.4540     -33.63600
5638 2017-10-19    1419.9192    -172.60608
5639 2017-11-06      13.2720     -10.61760
5640 2017-11-24      19.0080     -12.67200
5641 2017-12-03      28.7820     -21.10680
No description has been provided for this image
North Carolina eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5642 2016-01-22      451.136      -67.6704
5643 2017-02-25      231.920        5.7980
5644 2017-04-14      198.272      -32.2192
5645 2017-06-15       77.728       -3.8864
No description has been provided for this image
North Carolina eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5694 2014-09-09    1299.9900    -172.60608
5695 2014-09-19    1419.9192    -172.60608
5696 2017-01-02     695.7000     -27.82800
5697 2017-11-04    1419.9192    -172.60608
No description has been provided for this image
North Carolina eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5757 2014-03-21       16.272       -3.8646
5758 2014-09-19       67.344        7.5762
5759 2014-10-03       61.568        4.6176
5760 2014-11-03       25.984       -1.6240
5761 2016-03-26       67.640        5.9185
5762 2016-04-12      181.536      -27.8700
5763 2016-04-15        4.768       -0.7748
5764 2016-07-29      704.760       26.4285
5765 2016-10-08      387.720      -67.8510
5766 2016-11-04       45.248        3.9592
5767 2016-12-24      540.048      -47.2542
5768 2017-01-21      348.208       30.4682
5769 2017-10-07      580.672       65.3256
5770 2017-10-28      147.184      -29.4368
5771 2017-11-06      259.136      -51.8272
No description has been provided for this image
North Carolina eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5772 2014-06-23        3.104        0.3492
5773 2016-08-21       28.048        3.5060
5774 2016-10-10       20.608       -4.3792
5775 2016-10-14       12.768        1.4364
5776 2016-11-04      185.376      -34.7580
5777 2016-11-13       52.136        5.8653
No description has been provided for this image
North Carolina eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5778 2014-11-03     945.0360    -172.60608
5779 2015-01-28    1419.9192    -172.60608
5780 2016-09-02     472.5180    -149.63070
5781 2016-11-04     876.3000    -172.60608
5782 2016-11-15     630.0240    -172.60608
5783 2017-10-07     154.7640     -36.11160
5784 2017-11-04     523.7640    -172.60608
5785 2017-11-30    1419.9192    -172.60608
No description has been provided for this image
Ohio eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5888 2014-01-13        3.438       -2.5212
5889 2014-04-23        7.488       -5.2416
5890 2014-07-20       27.360      -21.8880
5891 2014-08-19       76.776      -58.8616
5892 2014-08-25       30.246      -23.5440
...         ...          ...           ...
5948 2017-11-19       59.913      -45.9333
5949 2017-12-18        7.236       -6.0300
5950 2017-12-22        1.641       -1.3128
5951 2017-12-25       13.023      -10.4184
5952 2017-12-26        3.132       -2.6100

[65 rows x 3 columns]
No description has been provided for this image
Ohio eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5953 2014-03-03      302.450    -172.60608
5954 2015-01-02      452.450    -172.60608
5955 2015-06-28      482.940    -172.60608
5956 2015-10-03       35.490     -15.61560
5957 2016-03-24      301.470    -172.60608
5958 2016-03-29      299.975    -167.98600
5959 2016-11-20       86.970     -48.70320
5960 2017-05-28      115.960     -64.93760
No description has been provided for this image
Ohio eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5961 2014-04-23     562.7440      -24.1176
5962 2014-10-15     183.3720       -7.8588
5963 2014-11-24     611.0580      -34.9176
5964 2014-12-01     909.7200      -51.9840
5965 2015-01-27     181.9860      -54.5958
5966 2015-05-29     317.0580      -86.0586
5967 2015-08-21     598.4580      -42.7470
5968 2015-11-21     396.8020      -11.3372
5969 2015-12-06      70.6860      -24.2352
5970 2016-09-05      85.2460       -1.2178
5971 2016-09-18      99.3720       -7.0980
5972 2016-09-24     155.3720      -13.3176
5973 2016-11-12    3289.2104      -33.9078
5974 2016-11-21     127.5540       -9.1110
5975 2016-12-11     458.4300     -137.5290
5976 2017-02-17     899.4300      -12.8490
5977 2017-05-08      47.9920       -2.0568
5978 2017-06-19     760.1160      -43.4352
5979 2017-09-29      63.6860      -15.4666
5980 2017-11-02     155.3720      -35.5136
No description has been provided for this image
Ohio eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6065 2014-10-10     101.9940     -71.39580
6066 2015-01-02    1188.0000    -172.60608
6067 2015-12-15    1419.9192    -172.60608
6068 2015-12-24     479.9880    -172.60608
6069 2016-05-03     224.9370    -164.95380
6070 2016-11-21      30.3450     -24.27600
6071 2016-11-25    1419.9192    -172.60608
6072 2017-11-13     652.9950    -172.60608
No description has been provided for this image
Ohio eyaletinde Phones alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6120 2014-05-18     779.7960    -168.95580
6121 2014-11-02     590.1960    -118.03920
6122 2014-11-18       9.5880      -2.07740
6123 2014-11-24    2469.8892    -345.21216
6124 2014-12-05     216.6780     -54.16950
6125 2015-01-02      62.9820     -14.69580
6126 2015-01-12     368.6820     -61.90380
6127 2015-01-27     587.3460    -137.04740
6128 2015-02-08     107.9820     -26.99550
6129 2015-02-14     323.9820     -80.99550
6130 2015-04-16     118.7820     -27.71580
6131 2015-04-30    1022.9700    -172.60608
6132 2015-08-24      26.9820       4.04730
6133 2015-12-06     485.9400     -89.08900
6134 2015-12-15     101.9880     -16.99800
6135 2016-01-11      15.5880      -9.87240
6136 2016-01-22     110.3760     -20.23560
6137 2016-03-29     158.3760     -36.95440
6138 2016-08-14     507.0840    -105.74840
6139 2016-10-09      23.9760     -15.58440
6140 2016-10-21     235.1520     -47.03040
6141 2016-11-10      41.9580      -9.79020
6142 2017-01-27     107.9820     -26.99550
6143 2017-02-02      59.9700     -11.99400
6144 2017-02-17      57.5940     -11.51880
6145 2017-03-16     489.8160     -89.06000
6146 2017-04-20     122.3820     -24.47640
6147 2017-06-01     158.3760     -34.31480
6148 2017-06-02       2.9700      -0.64350
6149 2017-07-14    1419.9192    -172.60608
6150 2017-07-21     210.5640     -52.64100
6151 2017-09-10     259.8960     -56.31080
6152 2017-09-24    1169.6940    -172.60608
6153 2017-11-12     370.7820     -92.69550
6154 2017-11-14     119.9400      15.99200
6155 2017-11-26     220.7520     -40.47120
6156 2017-12-02     151.1880     -25.19800
6157 2017-12-22     629.9580      94.49370
6158 2017-12-27     164.3880     -35.61740
No description has been provided for this image
Ohio eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6159 2014-03-03       44.672      -10.0512
6160 2014-04-28      204.664      -35.7010
6161 2014-07-20       25.984       -5.1968
6162 2014-09-05      264.320       19.8240
6163 2014-12-27      118.160      -25.1090
6164 2015-08-24      435.504       48.9942
6165 2015-09-24       33.568        1.6784
6166 2015-11-20      141.552      -26.5410
6167 2015-12-18      646.776     -145.5246
6168 2016-04-23       55.920        6.2910
6169 2016-05-03      195.640      -44.0190
6170 2016-05-08     1031.176       89.5999
6171 2016-07-21      166.176       12.8732
6172 2016-09-11       37.520        3.7520
6173 2016-09-17      295.400      -62.7725
6174 2016-09-25      355.760      -87.7288
6175 2016-11-10       38.976       -2.4360
6176 2016-12-11       64.960       -4.0600
6177 2016-12-31      156.512      -35.2152
6178 2017-02-03      285.552       35.6940
6179 2017-03-16       54.224        3.3890
6180 2017-04-11       16.768        1.4672
6181 2017-04-20      848.544      -21.2136
6182 2017-05-16      221.024      -55.2560
6183 2017-06-02       27.440        2.4010
6184 2017-07-14      301.496       22.6122
6185 2017-07-21      222.320       25.0110
6186 2017-08-25       25.696        1.9272
6187 2017-09-29       51.168       -6.3960
6188 2017-10-20      665.408       66.5408
6189 2017-11-04      194.352      -43.7292
6190 2017-12-09       37.208       -7.4416
No description has been provided for this image
Ohio eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6191 2014-08-19        9.184        1.1480
6192 2015-11-05       27.200        2.0400
6193 2015-11-21       15.880       -3.7715
6194 2016-11-10       14.720       -3.3120
6195 2016-12-11       13.520        1.6900
6196 2016-12-30       13.712        1.0284
6197 2017-11-02      384.592      -81.7258
No description has been provided for this image
Ohio eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6198 2014-03-28     330.5880    -143.25480
6199 2014-04-08     172.1100     -94.66050
6200 2014-10-21     409.5900    -122.87700
6201 2014-10-31    1419.9192    -172.60608
6202 2014-12-14     136.5300     -52.33650
6203 2015-12-26      51.5880     -15.47640
6204 2015-12-27    1419.9192    -172.60608
6205 2016-04-19     205.1760     -58.13320
6206 2016-10-21     661.1760    -172.60608
6207 2016-12-11     328.5900    -147.86550
6208 2017-02-17     455.9700    -106.39300
6209 2017-04-29    1048.3500     -69.89000
6210 2017-07-03     215.1480    -103.98820
6211 2017-09-29     344.2200    -172.60608
6212 2017-10-20     284.3640     -75.83040
6213 2017-12-25     273.0600    -104.67300
No description has been provided for this image
Oregon eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6303 2014-12-08        6.456       -4.5192
6304 2015-09-04        9.762       -6.8334
6305 2015-10-26       14.301      -10.4874
6306 2016-03-20       16.821      -12.8961
6307 2016-08-22       26.352      -18.4464
6308 2016-09-25        5.022       -3.5154
6309 2016-11-03        4.158       -3.4650
6310 2016-12-18       45.240      -30.1600
6311 2016-12-22       31.320      -25.0560
6312 2017-07-09        1.080       -0.7920
6313 2017-09-04       88.074      -58.7160
6314 2017-10-02       22.638      -16.6012
6315 2017-11-06        5.682       -3.7880
6316 2017-11-17        4.158       -3.4650
No description has been provided for this image
Oregon eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6317 2015-10-05       66.294    -103.86060
6318 2017-09-19       72.588    -128.23880
6319 2017-10-02      217.764    -172.60608
No description has been provided for this image
Oregon eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6340 2014-09-17       29.925     -21.94500
6341 2016-11-03      179.991    -172.60608
No description has been provided for this image
Oregon eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6372 2014-11-01      443.920      -94.3330
6373 2014-11-26      669.080     -167.2700
6374 2014-12-06       53.424        4.6746
6375 2014-12-08       39.072        2.9304
6376 2015-03-20       29.304        2.5641
6377 2015-10-26      718.640     -161.6940
6378 2017-09-07       37.680        2.3550
No description has been provided for this image
Oregon eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6379 2014-12-08       13.880       -2.6025
6380 2016-11-04       17.584       -4.1762
6381 2017-08-31        6.208        0.6984
6382 2017-10-02       39.072        4.3956
No description has been provided for this image
Oregon eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6383 2014-12-06      275.490    -170.80380
6384 2015-08-02      277.500    -172.60608
6385 2016-12-15      564.195    -172.60608
6386 2016-12-18      377.450    -172.60608
6387 2017-10-22      177.225    -120.51300
No description has been provided for this image
Pennsylvania eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6484 2014-01-16       18.588     -13.63120
6485 2014-03-31        0.852      -0.59640
6486 2014-04-06       44.910     -35.92800
6487 2014-04-13      509.970    -172.60608
6488 2014-04-23        2.502      -1.75140
...         ...          ...           ...
6559 2017-12-01        8.001      -5.60070
6560 2017-12-02      631.176    -172.60608
6561 2017-12-04        5.346      -4.45500
6562 2017-12-09       11.088      -8.13120
6563 2017-12-10        3.273      -2.50930

[80 rows x 3 columns]
No description has been provided for this image
Pennsylvania eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6564 2014-01-14      61.9600     -53.28560
6565 2014-05-10     349.9650    -172.60608
6566 2014-11-11     521.9600    -172.60608
6567 2015-04-05     352.4500    -172.60608
6568 2015-08-16     301.4700    -172.60608
6569 2015-09-17    1419.9192    -172.60608
6570 2016-07-28     177.4500     -78.07800
6571 2016-08-29     163.8800     -81.94000
6572 2017-07-07      87.2100     -45.34920
6573 2017-08-25     130.9800     -89.06640
No description has been provided for this image
Pennsylvania eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6574 2014-06-22    1023.9880      -4.85880
6575 2014-06-28    1228.4650       0.00000
6576 2014-07-07     172.1860     -46.73620
6577 2014-11-17     657.9300     -93.99000
6578 2014-12-15     445.8020    -108.26620
6579 2015-03-05      99.3720      -7.09800
6580 2015-05-03     844.1160     -36.17640
6581 2015-07-11     341.4880     -73.17600
6582 2015-11-20     344.3720     -93.47240
6583 2015-12-22     422.6250       0.00000
6584 2016-03-13     386.6800      -5.52400
6585 2016-06-25     422.0580     -18.08820
6586 2016-08-30     786.7440    -172.60608
6587 2016-09-05     958.5170     -82.71470
6588 2016-10-31     492.8350     -14.08100
6589 2016-11-03     470.1550     -13.43300
6590 2016-11-14     380.0580     -21.71760
6591 2016-11-28     347.8020     -24.84300
6592 2016-12-30     170.7860       0.00000
6593 2017-01-19     887.2710     -63.37650
6594 2017-05-08     128.0580     -23.78220
6595 2017-05-13     458.4300    -124.43100
6596 2017-07-16      71.3720      -1.01960
6597 2017-07-18     198.7440     -14.19600
6598 2017-08-17    1419.9192    -172.60608
6599 2017-09-09     141.3720     -48.47040
6600 2017-09-14     113.3720     -29.15280
6601 2017-11-06     127.3720     -30.93320
6602 2017-11-30    1079.3160     -15.41880
6603 2017-12-01     398.9720     -28.49800
6604 2017-12-04     428.5120     -12.97760
6605 2017-12-08     215.5440     -58.50480
6606 2017-12-11      63.6860      -9.09800
No description has been provided for this image
Pennsylvania eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6720 2014-06-21      206.991    -172.49250
6721 2014-09-07      399.540    -172.60608
6722 2015-12-03      482.340    -172.60608
6723 2016-03-13      449.100    -172.60608
6724 2016-07-10      341.991    -172.60608
6725 2017-09-14      253.755    -186.85750
No description has been provided for this image
Pennsylvania eyaletinde Phones alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6785 2014-01-16     124.2000     -31.05000
6786 2014-04-13      71.9280       8.39160
6787 2014-05-23      55.1880     -10.11780
6788 2014-06-22      82.7820     -15.17670
6789 2014-07-14      37.4820     -16.24200
6790 2014-09-07      32.3820       4.31760
6791 2014-09-09     135.5160     -31.62040
6792 2014-11-18     539.9640    -107.99280
6793 2014-12-30     251.9640     -50.39280
6794 2015-03-05     466.1580     -93.23160
6795 2015-04-05      56.8380     -13.01470
6796 2015-07-09     269.9820      40.49730
6797 2015-08-16     519.7920    -112.62160
6798 2015-09-07     791.9640    -131.99400
6799 2015-09-26      45.8940      -9.17880
6800 2015-11-21     110.9700     -24.04350
6801 2015-11-27     748.7520    -162.22960
6802 2015-11-30      94.9200      15.82000
6803 2016-03-06     500.1780     -84.50030
6804 2016-03-08     108.5760     -25.33440
6805 2016-03-13     539.9100    -116.98050
6806 2016-03-31     280.7820     -60.83610
6807 2016-04-05     118.7820     -27.71580
6808 2016-04-25      82.8000     -20.70000
6809 2016-05-10     743.9880    -123.99800
6810 2016-05-23     122.3820     -24.47640
6811 2016-07-07      59.9940     -12.99870
6812 2016-07-16     638.3580    -144.15080
6813 2016-08-30     290.8980     -67.87620
6814 2016-09-01      23.9880      -4.79760
6815 2016-09-03     280.7820     -46.79700
6816 2016-09-11     728.9460    -157.93830
6817 2016-11-05      23.9880     -15.99200
6818 2016-11-26     494.9820    -115.49580
6819 2016-11-28     340.1820     -73.70610
6820 2016-12-23    1419.9192    -172.60608
6821 2017-01-19     429.6000     -93.08000
6822 2017-03-10      89.8920     -19.17540
6823 2017-03-11     776.8500    -172.60608
6824 2017-04-30     677.5800    -158.10200
6825 2017-06-26     904.1160     114.57880
6826 2017-07-07     683.9880    -113.99800
6827 2017-07-13      39.5940      -7.25890
6828 2017-07-31     285.5760     -57.11520
6829 2017-09-08     258.5280     -47.39680
6830 2017-09-09    1419.9192    -172.60608
6831 2017-10-19     309.5760     -56.75560
6832 2017-10-21     329.9880     -76.99720
6833 2017-10-22      32.7000      -6.54000
6834 2017-10-26     180.1920       6.44090
6835 2017-11-02     859.2000    -172.60608
6836 2017-11-07     359.9700     -71.99400
6837 2017-11-24      89.9880     -14.99800
6838 2017-12-01      62.9580       9.44370
6839 2017-12-08      83.9880     -20.99700
No description has been provided for this image
Pennsylvania eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6840 2014-09-07      64.7840     -14.57640
6841 2014-09-29    1419.9192    -172.60608
6842 2014-10-06      83.9200     -13.63700
6843 2014-10-11     281.9040      10.57140
6844 2014-10-18     186.9120     -35.04600
6845 2014-11-05    1080.0960     -94.50840
6846 2014-11-18      76.7920     -16.31830
6847 2014-12-05     172.7360     -30.22880
6848 2014-12-26     227.1360     -42.58800
6849 2015-02-10      77.2400       7.72400
6850 2015-04-05     563.8080      21.14280
6851 2015-05-03      76.7520      -9.59400
6852 2015-05-15      51.9680     -10.39360
6853 2015-06-25      78.2560     -17.60760
6854 2015-07-05      38.9760      -2.43600
6855 2015-08-13     422.8560      15.85710
6856 2015-08-16      44.6880       3.35160
6857 2015-08-21     663.0720    -165.76800
6858 2015-09-03      36.3360      -7.26720
6859 2015-09-15     147.1840     -29.43680
6860 2015-10-03      15.0080       1.50080
6861 2015-11-10     577.5840      43.31880
6862 2015-12-22      33.5680       1.67840
6863 2016-03-13     678.6400    -166.50800
6864 2016-04-07      36.7440       3.67440
6865 2016-05-12      82.3680     -19.56240
6866 2016-06-02      64.7840     -12.95680
6867 2016-06-05     124.6080     -23.36400
6868 2016-06-25     254.3520     -50.87040
6869 2016-07-18     284.0800      24.85700
6870 2016-07-29      84.7840     -16.95680
6871 2016-08-30      54.2240       3.38900
6872 2016-11-28      32.5440      -7.72920
6873 2017-03-11      43.2800       3.24600
6874 2017-04-20     384.0400      39.04570
6875 2017-04-28       8.3840       0.73360
6876 2017-06-01     324.7440     -77.12670
6877 2017-06-22       8.9280       0.66960
6878 2017-07-07      13.3920       1.00440
6879 2017-07-25     259.9200     -25.99200
6880 2017-08-15    1419.9192    -172.60608
6881 2017-10-13      59.7120       5.97120
6882 2017-10-21      71.3760      -4.46100
6883 2017-10-30      11.1680      -2.51280
6884 2017-11-12     221.0240     -55.25600
6885 2017-11-21      39.2960       3.92960
6886 2017-12-01      37.3920       2.33700
No description has been provided for this image
Pennsylvania eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6887 2014-04-06      10.3040      -2.18960
6888 2014-11-03     286.3440     -64.42740
6889 2015-08-21       3.4880      -0.69760
6890 2015-09-03     666.2480    -149.90580
6891 2015-09-22      55.6000       6.25500
6892 2016-04-05     769.1840    -163.45160
6893 2016-07-14      11.6320       1.01780
6894 2016-07-16       5.8400       0.73000
6895 2017-07-18       9.1840       1.14800
6896 2017-07-25      37.7520       4.24710
6897 2017-09-22    1419.9192    -172.60608
6898 2017-09-25     190.8960     -42.95160
No description has been provided for this image
Pennsylvania eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6899 2014-04-06     154.7640     -36.11160
6900 2014-08-16     853.0920    -172.60608
6901 2014-09-29     476.4480    -102.00720
6902 2014-12-30     523.7640    -172.60608
6903 2015-11-21    1252.7040    -172.60608
6904 2016-06-14     337.1760    -118.01160
6905 2016-08-21     815.2920    -172.60608
6906 2016-08-29     241.9200     -56.44800
6907 2017-03-11     154.7640     -46.42920
6908 2017-05-03     373.4700    -112.04100
6909 2017-07-25     138.5880     -34.64700
6910 2017-08-22     314.5320     -83.87520
6911 2017-11-07     350.3520    -140.14080
6912 2017-11-28    1419.9192    -172.60608
No description has been provided for this image
Rhode Island eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6960 2014-10-31      385.686      -60.6078
6961 2015-02-27      493.920      -28.2240
6962 2017-10-23      878.640     -141.3360
No description has been provided for this image
Tennessee eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7044 2014-01-20      67.1940     -51.51540
7045 2014-12-21      18.2400     -14.59200
7046 2015-04-05     157.7940    -115.71560
7047 2015-06-18       6.1290      -4.49460
7048 2015-09-20    1369.7640    -172.60608
7049 2015-09-22       3.2040      -2.56320
7050 2015-09-25      12.0690      -8.74180
7051 2015-11-22       2.9460      -2.06220
7052 2015-12-04    1419.9192    -172.60608
7053 2016-03-19      31.0860     -20.72400
7054 2016-05-01       2.7420      -2.01080
7055 2016-05-29      11.2770      -8.64570
7056 2016-08-09      16.2180     -10.95660
7057 2016-09-05      86.0580     -63.10920
7058 2016-12-09       2.9460      -2.06220
7059 2016-12-29      40.8960     -29.89680
7060 2017-01-14       8.4780      -6.41620
7061 2017-04-06       8.1000      -5.94000
7062 2017-08-13    1419.9192    -172.60608
7063 2017-08-16      13.4280     -11.19000
7064 2017-10-02      61.5960     -48.13560
7065 2017-11-04       3.5640      -2.97000
7066 2017-11-24      11.6730      -7.78200
No description has been provided for this image
Tennessee eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7067 2015-12-27      131.104        8.1940
7068 2017-04-23      387.136      -14.5176
No description has been provided for this image
Tennessee eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7117 2016-06-16       91.475      -1.82950
7118 2017-12-04      649.000    -172.60608
No description has been provided for this image
Tennessee eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7152 2014-04-29       99.920       -1.2490
7153 2014-10-20       98.352      -24.5880
7154 2014-12-30       39.128       -8.8038
7155 2015-04-26       72.784      -18.1960
7156 2015-09-20      294.368      -58.8736
7157 2015-09-22      745.488      -67.7726
7158 2015-11-13       84.960        6.3720
7159 2015-12-27       22.512        2.2512
7160 2016-10-21      111.672        6.9795
7161 2017-06-15      142.776       17.8470
7162 2017-08-16       67.136       -0.8392
7163 2017-09-09      258.480       -3.2310
7164 2017-09-29      243.920      -54.8820
7165 2017-11-13      720.064      -63.0056
7166 2017-12-22       26.160        1.9620
7167 2017-12-23      218.352      -54.5880
7168 2017-12-28       64.784      -12.9568
No description has been provided for this image
Tennessee eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7171 2014-10-20     328.5900    -147.86550
7172 2016-03-18     189.8820     -94.94100
7173 2016-05-01     370.6200    -142.07100
7174 2016-12-09      79.9740     -29.32380
7175 2017-06-15     120.9600     -28.22400
7176 2017-10-02    1419.9192    -172.60608
7177 2017-10-16    1419.9192    -172.60608
7178 2017-12-22     934.9560    -172.60608
No description has been provided for this image
Texas eyaletinde Appliances alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7252 2014-02-16        7.960     -13.93000
7253 2014-03-03      176.772    -172.60608
7254 2014-07-21        4.992     -12.97920
7255 2014-07-26        4.836     -12.09000
7256 2014-09-08      177.980    -172.60608
7257 2014-10-14        3.160      -8.53200
7258 2014-11-23       34.176     -87.14880
7259 2014-12-20       19.432     -49.55160
7260 2015-04-02       32.192     -80.48000
7261 2015-04-07      463.248    -172.60608
7262 2015-04-19       19.568     -52.83360
7263 2015-04-28        8.652     -20.33220
7264 2015-07-02       32.784     -85.23840
7265 2015-07-09       48.632    -121.58000
7266 2015-10-18       73.164    -172.60608
7267 2015-11-21       24.588     -67.61700
7268 2015-11-22       68.810    -123.85800
7269 2016-05-09       48.784    -131.71680
7270 2016-06-12       64.384    -160.96000
7271 2016-06-24        8.712     -19.60200
7272 2016-08-13       58.924    -153.20240
7273 2016-09-05       62.790    -166.39350
7274 2016-09-26       93.032    -172.60608
7275 2016-12-01       11.648     -30.86720
7276 2017-01-01       15.224     -38.82120
7277 2017-01-02        5.432     -13.58000
7278 2017-02-09       12.992     -32.48000
7279 2017-03-18        2.688      -7.39200
7280 2017-03-26       87.168    -172.60608
7281 2017-03-31       33.620     -90.77400
7282 2017-04-21       97.264    -172.60608
7283 2017-05-23       18.320     -46.71600
7284 2017-06-08        1.624      -4.46600
7285 2017-06-19        2.708      -6.31720
7286 2017-06-29       21.392     -54.54960
7287 2017-08-17       38.864     -99.10320
7288 2017-09-11        1.556      -4.20120
7289 2017-10-02       37.208     -94.88040
7290 2017-11-13        9.324     -24.70860
7291 2017-11-24       13.762     -24.77160
7292 2017-11-25       67.840    -172.60608
7293 2017-12-02      294.620    -172.60608
7294 2017-12-11        1.392      -3.75840
7295 2017-12-17       66.284    -172.60608
7296 2017-12-23       29.312     -74.74560
No description has been provided for this image
Texas eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7360 2014-01-07      10.4300     -18.25250
7361 2014-02-16       1.0800      -1.72800
7362 2014-02-23       4.4280      -6.86340
7363 2014-05-21      18.2400     -31.00800
7364 2014-06-15       8.5680     -14.56560
...         ...          ...           ...
7478 2017-11-19    1419.9192    -172.60608
7479 2017-11-23       6.1040      -9.15600
7480 2017-12-09       1.2480      -1.93440
7481 2017-12-22       6.3300      -9.81150
7482 2017-12-25      83.7300    -130.00980

[123 rows x 3 columns]
No description has been provided for this image
Texas eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7483 2014-06-20     193.0656     -19.87440
7484 2014-09-25     300.5328     -97.23120
7485 2014-11-12      67.9932     -12.99870
7486 2015-01-03    1352.3976    -172.60608
7487 2015-03-01    1227.9984     -36.11760
7488 2015-03-19     383.4656     -67.67040
7489 2015-08-06     369.1992    -114.01740
7490 2015-11-13     613.9992     -18.05880
7491 2015-11-21     246.1328     -76.01160
7492 2015-12-27     532.3992     -46.97640
7493 2016-03-14     241.3320     -14.19600
7494 2016-08-28     156.3728     -52.89080
7495 2016-09-08    1419.9192    -172.60608
7496 2016-09-27     956.6648    -172.60608
7497 2016-11-05     956.6648    -172.60608
7498 2016-12-02     781.8640    -137.97600
7499 2017-02-17      89.0664     -17.02740
7500 2017-03-27    1023.3320     -30.09800
7501 2017-03-31     205.3328     -36.23520
7502 2017-04-27     220.2656     -42.10960
7503 2017-05-06     623.4648    -119.19180
7504 2017-05-30     204.6664      -6.01960
7505 2017-06-29     409.9992     -96.47040
7506 2017-10-19     328.3992     -91.75860
7507 2017-11-13     205.9992     -27.26460
7508 2017-11-17     327.7328     -14.45880
7509 2017-12-28      78.8528     -11.59600
No description has been provided for this image
Texas eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7510 2014-03-01     362.2500       0.00000
7511 2014-03-30     127.3020      -9.09300
7512 2014-04-18     317.0580     -18.11760
7513 2014-05-05     127.8690      -9.13350
7514 2014-05-11    1212.9600     -69.31200
7515 2014-05-21     107.7720     -29.25240
7516 2014-06-15     797.9440     -56.99600
7517 2014-07-12     512.3580     -14.63880
7518 2014-07-20     981.3720    -140.19600
7519 2014-07-21     657.9300     -93.99000
7520 2014-09-08    2386.6192     -38.66800
7521 2014-09-13     340.1160      -9.71760
7522 2014-11-07     683.1440       0.00000
7523 2014-11-23     155.3720     -35.51360
7524 2014-12-01     674.0580     -19.25880
7525 2014-12-15     763.2800     -21.80800
7526 2014-12-26     600.5580      -8.57940
7527 2015-01-19     199.3040      -8.54160
7528 2015-03-23     107.7720     -29.25240
7529 2015-04-18      56.6860     -20.24500
7530 2015-04-26     408.4220      -5.83460
7531 2015-05-26     210.6160     -33.18320
7532 2015-06-16     197.3720     -25.37640
7533 2015-09-07      47.5160      -2.03640
7534 2015-09-10     179.8860      -2.56980
7535 2015-10-15    1419.9192    -172.60608
7536 2015-12-26     275.0580     -90.37620
7537 2015-12-27     212.0580     -15.14700
7538 2016-02-08     241.5000       0.00000
7539 2016-03-03     563.4300     -56.34300
7540 2016-03-15     528.4300    -143.43100
7541 2016-04-08      95.9840      -4.11360
7542 2016-04-18     344.3720     -93.47240
7543 2016-05-02     366.7440    -110.02320
7544 2016-05-26     388.4300     -88.78400
7545 2016-06-12     379.3720    -119.23120
7546 2016-06-25      85.2460      -6.08900
7547 2016-07-02     528.4300       0.00000
7548 2016-08-26    1024.7160     -29.27760
7549 2016-09-05     347.8020     -24.84300
7550 2016-09-26     454.9650    -136.48950
7551 2016-10-20      56.6860     -14.57640
7552 2016-11-18     255.1080     -18.22200
7553 2016-11-20     318.4300     -77.33300
7554 2016-12-01     333.6760     -18.96280
7555 2017-01-01     310.7440     -26.63520
7556 2017-03-27     811.8040     -74.97100
7557 2017-05-14     899.4300     -12.84900
7558 2017-08-17      74.5920      -2.13120
7559 2017-09-08     213.4300     -39.63700
7560 2017-09-17     318.4300     -77.33300
7561 2017-10-09     254.0580     -32.66460
7562 2017-11-19     729.4280    -108.39340
7563 2017-11-25     853.9300     -24.39800
7564 2017-12-01     317.0580     -18.11760
No description has been provided for this image
Texas eyaletinde Furnishings alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7622 2014-01-07       76.728      -53.7096
7623 2014-02-18       25.160      -11.3220
7624 2014-03-01       63.552      -34.9536
7625 2014-05-11       66.112      -84.2928
7626 2014-05-20       10.332       -5.9409
...         ...          ...           ...
7692 2017-11-12       22.848      -17.7072
7693 2017-11-19       15.992      -13.9930
7694 2017-12-02        8.752       -3.7196
7695 2017-12-03       13.592      -14.2716
7696 2017-12-09        9.708       -5.8248

[75 rows x 3 columns]
No description has been provided for this image
Texas eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7726 2014-06-20     418.8000     -97.72000
7727 2014-09-02     559.7100    -121.27050
7728 2014-09-08    1419.9192    -172.60608
7729 2014-09-19    2839.8384    -345.21216
7730 2014-11-28     998.8500    -172.60608
7731 2015-05-26     399.5400     -79.90800
7732 2015-11-07     287.9100      33.58950
7733 2015-11-20     479.9880      55.99860
7734 2016-03-03     287.9100      33.58950
7735 2017-07-03     597.1320      49.76100
7736 2017-08-01    1419.9192    -172.60608
7737 2017-09-29     336.5100      44.86800
No description has been provided for this image
Texas eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7937 2014-02-18       12.624       -2.5248
7938 2014-03-01      266.904      -14.0871
7939 2014-04-20       44.840        5.6050
7940 2014-05-20       66.960      -13.3920
7941 2014-06-20      509.488     -127.3720
...         ...          ...           ...
8007 2017-11-06       18.160        1.8160
8008 2017-11-12      618.000      -62.8446
8009 2017-11-13       61.792        6.1792
8010 2017-12-09       27.240        2.7240
8011 2017-12-24      264.320       19.8240

[75 rows x 3 columns]
No description has been provided for this image
Texas eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
8012 2014-11-07      40.7120       3.56230
8013 2014-11-12      16.6560      -3.12300
8014 2014-12-13       2.9200       0.36500
8015 2015-05-25      22.3680       1.67760
8016 2015-08-05      23.0400      -4.89600
8017 2015-09-05      69.1200     -14.68800
8018 2015-12-31       5.8880      -1.32480
8019 2016-03-03    1419.9192    -172.60608
8020 2016-07-23      13.3440       1.00080
8021 2016-08-13     185.3760     -34.75800
8022 2016-08-27     106.6880      -4.74160
8023 2017-03-02       6.9760      -1.39520
8024 2017-06-08      23.7600       2.07900
8025 2017-06-19      11.1840       0.83880
8026 2017-08-17       5.5520      -1.04100
8027 2017-09-28       1.7440      -0.34880
8028 2017-11-19       6.6720       0.50040
8029 2017-12-25      44.6880       5.02740
No description has been provided for this image
Texas eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
8030 2014-03-01      376.509     -43.02960
8031 2014-03-29      890.841    -152.71560
8032 2014-04-20     1145.690    -227.62100
8033 2014-06-15       99.918     -18.55620
8034 2014-08-05      489.230      41.93400
8035 2014-09-07      200.795     -22.94800
8036 2014-11-25     1218.735    -121.87350
8037 2015-01-19      102.438     -13.17060
8038 2015-04-13      821.352    -158.57600
8039 2015-05-07      244.006     -31.37220
8040 2015-08-24      918.785    -118.12950
8041 2015-08-28      103.481     -16.26130
8042 2015-10-24      347.361     -69.47220
8043 2015-11-22      206.962     -32.52260
8044 2016-03-03      637.896    -127.57920
8045 2016-03-13      557.585       0.00000
8046 2016-03-21       99.372      -1.41960
8047 2016-09-10      300.930     -34.39200
8048 2016-11-05      863.128    -160.29520
8049 2017-01-02      913.430    -169.63700
8050 2017-03-10      933.408    -172.60608
8051 2017-06-19      457.485     -84.96150
8052 2017-06-29      307.314     -39.51180
8053 2017-07-21      124.404     -21.32640
8054 2017-07-25      298.116      -4.25880
8055 2017-09-11      512.190     -65.85300
8056 2017-10-24      517.405     -81.30650
8057 2017-10-30      251.006     -68.13020
8058 2017-11-19      718.116     -71.81160
8059 2017-11-23      127.785     -31.03350
8060 2017-12-14      974.988     -97.49880
No description has been provided for this image
West Virginia eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
8785 2017-10-12      673.344      -76.9536
No description has been provided for this image
In [87]:
import pandas as pd
import matplotlib.pyplot as plt

# Tüm satırları görüntülemek için Pandas ayarını değiştirme
pd.set_option('display.max_rows', None)  # Tüm satırları görüntüle
pd.set_option('display.max_columns', None)  # Tüm sütunları görüntüle

# Eyalet ve alt kategori bazında toplam satış ve kâr hesaplama
subcategory_profit_loss = df.groupby(['State', 'Sub_Category']).agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# Kar etmeyen alt kategorileri bulma
unprofitable_subcategories = subcategory_profit_loss[subcategory_profit_loss['Total_Profit'] < 0]

# Zarar eden alt kategorileri yazdırma
if not unprofitable_subcategories.empty:
    print("Zarar eden alt kategoriler:")
    print(unprofitable_subcategories[['State', 'Sub_Category', 'Total_Sales', 'Total_Profit']])
else:
    print("Zarar eden alt kategori bulunmamaktadır.")

# Zarar eden alt kategorilerin zaman bazında analizi
# Eyalet ve alt kategori bazında tarih bazında toplam satış ve kâr hesaplama
product_profit_loss_time = df.groupby(['State', 'Sub_Category', 'Order_Date']).agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# İlk 10 zarar eden alt kategoriyi seçme
top_10_unprofitable = unprofitable_subcategories.nsmallest(10, 'Total_Profit')

# Zarar eden alt kategorilerin zaman bazında detaylı analizi
for _, row in top_10_unprofitable.iterrows():
    state = row['State']
    sub_category = row['Sub_Category']
    
    # İlgili alt kategori ve eyalet için veri filtreleme
    time_analysis = product_profit_loss_time[(product_profit_loss_time['State'] == state) & 
                                             (product_profit_loss_time['Sub_Category'] == sub_category)]
    
    if not time_analysis.empty:
        print(f"\n{state} eyaletinde {sub_category} alt kategorisi için zaman bazında zarar analizi:")
        print(time_analysis[['Order_Date', 'Total_Sales', 'Total_Profit']])
        
        # Görselleştirme
        plt.figure(figsize=(12, 6))
        plt.plot(time_analysis['Order_Date'], time_analysis['Total_Profit'], marker='o', linestyle='-', color='red', label='Toplam Kâr')
        plt.title(f'{state} Eyaletinde {sub_category} Alt Kategorisi için Zarar Analizi')
        plt.xlabel('Tarih')
        plt.ylabel('Toplam Kâr')
        plt.axhline(0, color='black', linewidth=1)  # Kırmızı çizgi sıfır noktasını gösterir
        plt.xticks(rotation=45)
        plt.grid(axis='y')
        plt.legend()
        plt.show()
    else:
        print(f"{state} eyaletinde {sub_category} alt kategorisi için zaman bazında veri bulunmamaktadır.")

# Ayarları varsayılan haline geri döndürmek isterseniz:
# pd.reset_option('display.max_rows')
# pd.reset_option('display.max_columns')
Zarar eden alt kategoriler:
              State Sub_Category  Total_Sales  Total_Profit
19          Arizona      Binders    2185.3530    -837.67946
20          Arizona    Bookcases     519.2130    -517.81824
26          Arizona     Machines     965.9490    -409.20816
29          Arizona      Storage    2590.3840    -271.17090
30          Arizona     Supplies     282.5280     -30.19760
31          Arizona       Tables    3995.3500   -1240.65338
61       California       Tables   40588.9384     -80.01272
65         Colorado      Binders     508.9680    -379.49190
66         Colorado    Bookcases    1583.5230   -1431.21338
73         Colorado     Machines    2183.6232    -391.20756
76         Colorado      Storage    3387.1680    -212.69980
77         Colorado     Supplies    1403.4000    -164.49348
78         Colorado       Tables    1457.1300    -606.35356
92      Connecticut       Tables     252.3570     -19.61460
108        Delaware       Tables     510.2790     -85.89630
118         Florida      Binders    3690.4980   -1578.26614
119         Florida    Bookcases    2587.0560    -116.07060
120         Florida       Chairs    9784.8152     -27.52768
126         Florida     Machines    3355.3792    -337.53868
129         Florida      Storage    7037.5432     -37.90688
130         Florida     Supplies    1067.8960    -165.92308
131         Florida       Tables    5484.9740   -1591.13040
159        Illinois   Appliances     974.7200   -1866.54810
161        Illinois      Binders    4068.4752   -2410.09330
162        Illinois    Bookcases    4282.6980    -555.87260
163        Illinois       Chairs   14563.1780   -1572.45478
167        Illinois  Furnishings    2877.9760   -2025.94048
172        Illinois      Storage    9080.3280    -257.45840
174        Illinois       Tables    6550.6700   -2426.91900
264        Maryland       Tables     789.8030     -71.11700
279   Massachusetts       Tables    3897.4992    -420.21598
366          Nevada       Chairs     674.3520    -109.58220
387   New Hampshire       Tables    1053.1640    -105.31640
403      New Jersey       Tables     418.2920     -51.29060
431        New York       Tables   13619.1912   -3129.49304
435  North Carolina      Binders    2349.0522    -873.88108
436  North Carolina    Bookcases     959.0560     -97.97800
443  North Carolina     Machines    4835.5284    -545.64624
446  North Carolina      Storage    3438.0880     -86.20880
447  North Carolina     Supplies     302.0400     -27.98030
448  North Carolina       Tables    6442.2444   -1221.37878
456            Ohio      Binders    1917.0870   -1268.88218
457            Ohio    Bookcases    2077.7050    -987.66672
458            Ohio       Chairs    9973.6644    -649.35420
464            Ohio     Machines    5518.0974   -1123.65600
466            Ohio       Phones   14082.4644   -2294.33280
467            Ohio      Storage    7264.4400    -276.33640
468            Ohio     Supplies     478.8080     -82.90290
469            Ohio       Tables    7756.2984   -1785.80282
487          Oregon      Binders     281.0640    -198.74110
488          Oregon    Bookcases     356.6460    -404.70548
494          Oregon     Machines     209.9160    -194.55108
497          Oregon      Storage    1991.1200    -410.77290
498          Oregon     Supplies      76.7440      -1.68470
499          Oregon       Tables    1671.8600    -809.13504
503    Pennsylvania      Binders    6266.0580   -2420.25918
504    Pennsylvania    Bookcases    3567.2442   -1210.74960
505    Pennsylvania       Chairs   15727.9192   -1449.24656
511    Pennsylvania     Machines    2133.7170   -1049.77432
513    Pennsylvania       Phones   19110.3144   -3168.54282
514    Pennsylvania      Storage   11021.1984   -1103.91196
515    Pennsylvania     Supplies    3466.3912    -582.83178
516    Pennsylvania       Tables    7406.7852   -1592.74200
529    Rhode Island       Tables    1758.2460    -230.16780
551       Tennessee      Binders    4775.2404    -937.34214
552       Tennessee    Bookcases     518.2400      -6.32360
558       Tennessee     Machines     740.4750    -174.43558
561       Tennessee      Storage    3310.8560    -333.57390
563       Tennessee       Tables    4864.8204    -960.24354
565           Texas   Appliances    2407.8140   -3746.23850
567           Texas      Binders    8179.7424   -3955.91680
568           Texas    Bookcases   13517.1124   -1876.67362
569           Texas       Chairs   25218.7964   -2337.76508
573           Texas  Furnishings    3766.7240   -2661.24202
575           Texas     Machines   10046.0268    -944.12230
578           Texas      Storage   15588.5672    -763.57868
579           Texas     Supplies    2006.6072    -223.87118
580           Texas       Tables   15760.6610   -2215.93548
640   West Virginia       Tables     673.3440     -76.95360

Texas eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7360 2014-01-07      10.4300     -18.25250
7361 2014-02-16       1.0800      -1.72800
7362 2014-02-23       4.4280      -6.86340
7363 2014-05-21      18.2400     -31.00800
7364 2014-06-15       8.5680     -14.56560
7365 2014-06-20       3.3920      -5.08800
7366 2014-07-21       1.0440      -1.82700
7367 2014-07-26    1445.5832    -212.78048
7368 2014-08-15      30.9600     -52.63200
7369 2014-08-25      38.0640     -59.61840
7370 2014-09-01       3.6480      -6.01920
7371 2014-09-03       7.6800     -11.52000
7372 2014-09-07       2.9200      -4.81800
7373 2014-09-08      51.1840     -79.33520
7374 2014-09-12       5.1800      -8.02900
7375 2014-09-14       8.5520     -13.68320
7376 2014-09-25       2.7240      -4.35840
7377 2014-09-26       0.8760      -1.40160
7378 2014-10-03       1.7880      -3.03960
7379 2014-10-10      12.8780     -20.73950
7380 2014-10-17      10.7800     -17.24800
7381 2014-11-07      27.5220     -46.49220
7382 2014-11-11     898.2240    -174.58048
7383 2014-11-22       6.9280     -11.08480
7384 2014-12-12     210.3920    -172.60608
7385 2014-12-27       4.9840      -8.47280
7386 2014-12-30       2.2860      -3.65760
7387 2015-02-06       2.9340      -4.98780
7388 2015-03-10       1.1120      -1.89040
7389 2015-03-20       2.5120      -4.39600
7390 2015-03-22      14.1120     -21.16800
7391 2015-04-02       9.1560     -13.73400
7392 2015-04-06      16.5480     -28.95900
7393 2015-04-18       5.7880      -9.18700
7394 2015-04-19     310.3920    -172.60608
7395 2015-04-28      12.1760     -18.87280
7396 2015-05-17      33.2800     -49.92000
7397 2015-06-01       5.7280      -9.16480
7398 2015-06-19       5.7920      -9.55680
7399 2015-06-25       0.9840      -1.47600
7400 2015-07-13      41.5680     -66.50880
7401 2015-08-05       1.3620      -2.17920
7402 2015-08-06       6.2300      -9.65650
7403 2015-08-24       2.7240      -4.22220
7404 2015-08-25       3.7980      -6.07680
7405 2015-09-05      20.7400     -33.04100
7406 2015-09-17       6.5880     -10.21140
7407 2015-09-26       2.0800      -3.43200
7408 2015-10-15       3.9600      -6.93000
7409 2015-10-19       1.7200      -2.83800
7410 2015-10-23       6.0800     -10.33600
7411 2015-10-24       3.5920      -6.28600
7412 2015-11-02      29.3720     -46.99520
7413 2015-11-07      32.0600     -51.29600
7414 2015-11-08      10.4760     -17.28540
7415 2015-11-21       9.6760     -15.71100
7416 2015-11-22       2.5440      -3.81600
7417 2015-11-23      23.9120     -40.65040
7418 2015-11-29       8.7840     -13.61520
7419 2015-11-30       3.8820      -5.82300
7420 2015-12-06       2.7720      -4.85100
7421 2015-12-31       3.6560      -5.84960
7422 2016-03-08       8.8560     -14.16960
7423 2016-03-13       1.2720      -2.16240
7424 2016-03-15      22.3860     -35.81760
7425 2016-04-08    1088.7920    -172.60608
7426 2016-05-09      31.7120     -48.22720
7427 2016-05-21       1.9640      -3.24060
7428 2016-06-11       9.6160     -15.79920
7429 2016-06-12       1.5240      -2.66700
7430 2016-07-23       4.7520      -8.31600
7431 2016-07-30       9.2640     -13.89600
7432 2016-08-18       2.0680      -3.41220
7433 2016-08-22       4.3120      -6.89920
7434 2016-08-28      23.1640     -38.22060
7435 2016-09-02       8.6080     -13.34240
7436 2016-09-26      22.4400     -36.58560
7437 2016-10-10      16.3920     -26.22720
7438 2016-10-13       6.2860     -11.00050
7439 2016-11-05      16.1520     -26.37780
7440 2016-11-14       2.2960      -3.90320
7441 2016-11-19      11.9720     -19.27440
7442 2016-11-22      10.7040     -16.36680
7443 2016-12-30       6.9240     -10.38600
7444 2017-01-01      20.2180     -32.38920
7445 2017-01-12     760.9800    -172.60608
7446 2017-01-15      37.0600     -59.08220
7447 2017-02-05     243.9920    -172.60608
7448 2017-02-09     252.7840    -172.60608
7449 2017-03-02      12.7780     -21.11150
7450 2017-03-17      13.7760     -22.04160
7451 2017-03-18     182.9940    -172.60608
7452 2017-04-11      11.3640     -17.04600
7453 2017-04-16      28.9420     -49.05660
7454 2017-04-21       5.6280      -9.70230
7455 2017-05-06      11.0600     -18.80200
7456 2017-05-12      34.2400     -53.07200
7457 2017-05-18       8.8700     -13.94810
7458 2017-05-23       1.1880      -1.96020
7459 2017-06-04       6.3700      -9.55500
7460 2017-06-19       6.8880     -11.02080
7461 2017-07-02       5.2320      -8.10960
7462 2017-07-05      17.7100     -28.08210
7463 2017-08-04       3.3180      -5.64060
7464 2017-08-11      12.8640     -22.51200
7465 2017-08-18      28.1240     -44.60380
7466 2017-09-08      42.6160     -68.18560
7467 2017-09-17       5.8000     -10.15000
7468 2017-09-22      11.2280     -18.52620
7469 2017-09-30      11.6460     -17.46900
7470 2017-10-07       4.2400      -6.36000
7471 2017-10-19       2.0720      -3.52240
7472 2017-10-23      13.3260     -21.36810
7473 2017-11-04      13.0880     -21.93440
7474 2017-11-06       1.2480      -1.93440
7475 2017-11-11      18.3360     -32.08800
7476 2017-11-12      30.5600     -45.84000
7477 2017-11-14      21.9900     -32.98500
7478 2017-11-19    1419.9192    -172.60608
7479 2017-11-23       6.1040      -9.15600
7480 2017-12-09       1.2480      -1.93440
7481 2017-12-22       6.3300      -9.81150
7482 2017-12-25      83.7300    -130.00980
No description has been provided for this image
Texas eyaletinde Appliances alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7252 2014-02-16        7.960     -13.93000
7253 2014-03-03      176.772    -172.60608
7254 2014-07-21        4.992     -12.97920
7255 2014-07-26        4.836     -12.09000
7256 2014-09-08      177.980    -172.60608
7257 2014-10-14        3.160      -8.53200
7258 2014-11-23       34.176     -87.14880
7259 2014-12-20       19.432     -49.55160
7260 2015-04-02       32.192     -80.48000
7261 2015-04-07      463.248    -172.60608
7262 2015-04-19       19.568     -52.83360
7263 2015-04-28        8.652     -20.33220
7264 2015-07-02       32.784     -85.23840
7265 2015-07-09       48.632    -121.58000
7266 2015-10-18       73.164    -172.60608
7267 2015-11-21       24.588     -67.61700
7268 2015-11-22       68.810    -123.85800
7269 2016-05-09       48.784    -131.71680
7270 2016-06-12       64.384    -160.96000
7271 2016-06-24        8.712     -19.60200
7272 2016-08-13       58.924    -153.20240
7273 2016-09-05       62.790    -166.39350
7274 2016-09-26       93.032    -172.60608
7275 2016-12-01       11.648     -30.86720
7276 2017-01-01       15.224     -38.82120
7277 2017-01-02        5.432     -13.58000
7278 2017-02-09       12.992     -32.48000
7279 2017-03-18        2.688      -7.39200
7280 2017-03-26       87.168    -172.60608
7281 2017-03-31       33.620     -90.77400
7282 2017-04-21       97.264    -172.60608
7283 2017-05-23       18.320     -46.71600
7284 2017-06-08        1.624      -4.46600
7285 2017-06-19        2.708      -6.31720
7286 2017-06-29       21.392     -54.54960
7287 2017-08-17       38.864     -99.10320
7288 2017-09-11        1.556      -4.20120
7289 2017-10-02       37.208     -94.88040
7290 2017-11-13        9.324     -24.70860
7291 2017-11-24       13.762     -24.77160
7292 2017-11-25       67.840    -172.60608
7293 2017-12-02      294.620    -172.60608
7294 2017-12-11        1.392      -3.75840
7295 2017-12-17       66.284    -172.60608
7296 2017-12-23       29.312     -74.74560
No description has been provided for this image
Pennsylvania eyaletinde Phones alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6785 2014-01-16     124.2000     -31.05000
6786 2014-04-13      71.9280       8.39160
6787 2014-05-23      55.1880     -10.11780
6788 2014-06-22      82.7820     -15.17670
6789 2014-07-14      37.4820     -16.24200
6790 2014-09-07      32.3820       4.31760
6791 2014-09-09     135.5160     -31.62040
6792 2014-11-18     539.9640    -107.99280
6793 2014-12-30     251.9640     -50.39280
6794 2015-03-05     466.1580     -93.23160
6795 2015-04-05      56.8380     -13.01470
6796 2015-07-09     269.9820      40.49730
6797 2015-08-16     519.7920    -112.62160
6798 2015-09-07     791.9640    -131.99400
6799 2015-09-26      45.8940      -9.17880
6800 2015-11-21     110.9700     -24.04350
6801 2015-11-27     748.7520    -162.22960
6802 2015-11-30      94.9200      15.82000
6803 2016-03-06     500.1780     -84.50030
6804 2016-03-08     108.5760     -25.33440
6805 2016-03-13     539.9100    -116.98050
6806 2016-03-31     280.7820     -60.83610
6807 2016-04-05     118.7820     -27.71580
6808 2016-04-25      82.8000     -20.70000
6809 2016-05-10     743.9880    -123.99800
6810 2016-05-23     122.3820     -24.47640
6811 2016-07-07      59.9940     -12.99870
6812 2016-07-16     638.3580    -144.15080
6813 2016-08-30     290.8980     -67.87620
6814 2016-09-01      23.9880      -4.79760
6815 2016-09-03     280.7820     -46.79700
6816 2016-09-11     728.9460    -157.93830
6817 2016-11-05      23.9880     -15.99200
6818 2016-11-26     494.9820    -115.49580
6819 2016-11-28     340.1820     -73.70610
6820 2016-12-23    1419.9192    -172.60608
6821 2017-01-19     429.6000     -93.08000
6822 2017-03-10      89.8920     -19.17540
6823 2017-03-11     776.8500    -172.60608
6824 2017-04-30     677.5800    -158.10200
6825 2017-06-26     904.1160     114.57880
6826 2017-07-07     683.9880    -113.99800
6827 2017-07-13      39.5940      -7.25890
6828 2017-07-31     285.5760     -57.11520
6829 2017-09-08     258.5280     -47.39680
6830 2017-09-09    1419.9192    -172.60608
6831 2017-10-19     309.5760     -56.75560
6832 2017-10-21     329.9880     -76.99720
6833 2017-10-22      32.7000      -6.54000
6834 2017-10-26     180.1920       6.44090
6835 2017-11-02     859.2000    -172.60608
6836 2017-11-07     359.9700     -71.99400
6837 2017-11-24      89.9880     -14.99800
6838 2017-12-01      62.9580       9.44370
6839 2017-12-08      83.9880     -20.99700
No description has been provided for this image
New York eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
5526 2014-03-17    3105.4032    -467.99376
5527 2014-06-06     991.7640    -172.60608
5528 2014-09-14     464.2920    -108.33480
5529 2014-12-23      53.3160     -19.54920
5530 2015-01-10    1018.1040    -172.60608
5531 2015-07-31    1090.7820    -172.60608
5532 2015-08-09     382.8060    -153.12240
5533 2015-08-24     284.3640     -75.83040
5534 2015-09-07     508.5900    -134.45790
5535 2015-09-17     344.2200    -103.26600
5536 2015-10-12     209.6700     -13.97800
5537 2016-01-25     313.7220     -99.34530
5538 2016-03-01     836.5920    -172.60608
5539 2016-06-17     376.8660    -172.60608
5540 2016-08-12     209.1480     -66.23020
5541 2016-10-01     330.5880    -115.70580
5542 2016-10-16     142.1820     -37.91520
5543 2016-11-26     313.1760    -120.05080
5544 2016-12-03     400.0320    -153.34560
5545 2016-12-25     313.1760    -120.05080
5546 2017-06-03     384.7680    -115.43040
5547 2017-06-30    1044.6300    -172.60608
5548 2017-09-02     254.5260     -93.32620
5549 2017-11-05     166.5000     -66.60000
5550 2017-11-19      79.9740     -29.32380
No description has been provided for this image
Texas eyaletinde Furnishings alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7622 2014-01-07       76.728     -53.70960
7623 2014-02-18       25.160     -11.32200
7624 2014-03-01       63.552     -34.95360
7625 2014-05-11       66.112     -84.29280
7626 2014-05-20       10.332      -5.94090
7627 2014-07-20       16.740     -14.22900
7628 2014-07-26       17.496     -10.06020
7629 2014-09-14        9.960      -6.72300
7630 2014-09-21        8.544      -7.47600
7631 2014-10-03       31.776     -19.06560
7632 2014-10-17        5.312      -1.59360
7633 2014-11-12       25.128      -6.91020
7634 2014-11-23        6.368      -2.54720
7635 2014-11-25        6.096      -3.96240
7636 2014-11-26       19.300     -14.47500
7637 2014-12-02       98.320     -48.77900
7638 2014-12-06       23.976     -14.38560
7639 2014-12-16       65.192     -77.53980
7640 2015-02-09       40.784     -30.58800
7641 2015-03-31       22.380      -7.83300
7642 2015-05-12       21.968     -15.92680
7643 2015-06-25       75.384     -20.73060
7644 2015-08-05       14.760     -11.43900
7645 2015-08-25       27.984     -20.52580
7646 2015-09-17       21.936     -10.41960
7647 2015-09-21        4.928      -1.47840
7648 2015-10-08       72.780     -70.96050
7649 2015-10-15      131.376     -95.24760
7650 2015-11-07       64.960     -84.44800
7651 2015-12-01        6.688      -4.01280
7652 2015-12-31       14.760     -11.43900
7653 2016-01-07       23.076     -10.96110
7654 2016-02-02       73.784     -77.47320
7655 2016-02-27       16.192      -6.88160
7656 2016-04-18      127.880     -67.13700
7657 2016-04-30       22.608     -10.17360
7658 2016-06-11       12.544      -9.09440
7659 2016-06-12        6.984      -4.53960
7660 2016-06-25       32.712     -26.16960
7661 2016-07-16        9.552      -3.82080
7662 2016-07-28      327.420    -182.48608
7663 2016-08-18       14.896      -5.95840
7664 2016-08-23       22.608     -10.17360
7665 2016-09-05       21.204     -11.66220
7666 2016-09-09       15.008     -12.00640
7667 2016-10-03       38.080     -29.51200
7668 2016-10-08       51.712     -32.32000
7669 2016-10-10       14.000      -6.30000
7670 2016-10-13      139.920    -150.41400
7671 2016-11-04       77.488     -89.98080
7672 2016-11-07       44.460     -17.78400
7673 2016-11-19        2.328      -0.75660
7674 2016-11-20        7.068      -2.82720
7675 2016-12-08      190.920    -147.96300
7676 2016-12-23        2.328      -0.75660
7677 2017-01-01      141.420    -172.60608
7678 2017-02-09        3.984      -2.68920
7679 2017-03-04      103.500     -77.62500
7680 2017-03-18       82.524     -41.26200
7681 2017-04-26        1.988      -1.44130
7682 2017-05-11        7.996      -6.99650
7683 2017-05-29       65.424     -52.33920
7684 2017-06-04       30.336     -17.44320
7685 2017-07-05      332.028    -172.60608
7686 2017-08-17       16.784     -22.23880
7687 2017-09-03      108.400    -105.69000
7688 2017-09-08       21.184     -11.65120
7689 2017-10-30       16.192      -8.50080
7690 2017-11-06       30.560     -19.86400
7691 2017-11-10      341.960    -172.60608
7692 2017-11-12       22.848     -17.70720
7693 2017-11-19       15.992     -13.99300
7694 2017-12-02        8.752      -3.71960
7695 2017-12-03       13.592     -14.27160
7696 2017-12-09        9.708      -5.82480
No description has been provided for this image
Illinois eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
3317 2014-05-30      355.455    -172.60608
3318 2014-06-07      268.935    -172.60608
3319 2014-09-20      617.700    -172.60608
3320 2014-11-18      292.100    -172.60608
3321 2014-12-06      214.950    -120.37200
3322 2015-06-22      796.425    -172.60608
3323 2016-01-30      626.100    -172.60608
3324 2016-03-06      145.980     -99.26640
3325 2016-06-04      177.225    -120.51300
3326 2016-09-08      601.470    -172.60608
3327 2017-01-30       69.375     -47.17500
3328 2017-02-17      480.960    -172.60608
3329 2017-06-09      108.925     -71.89050
3330 2017-09-08      765.625    -172.60608
3331 2017-10-09      719.095    -215.25888
3332 2017-10-19       91.275     -67.54350
3333 2017-11-19      219.075    -131.44500
No description has been provided for this image
Pennsylvania eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6484 2014-01-16       18.588     -13.63120
6485 2014-03-31        0.852      -0.59640
6486 2014-04-06       44.910     -35.92800
6487 2014-04-13      509.970    -172.60608
6488 2014-04-23        2.502      -1.75140
6489 2014-05-23        3.282      -2.62560
6490 2014-06-21        9.006      -7.20480
6491 2014-06-28       34.254     -25.22520
6492 2014-09-17        5.892      -4.12440
6493 2014-09-21        6.570      -5.03700
6494 2014-09-26        5.970      -4.57700
6495 2014-10-25       13.698      -9.58860
6496 2014-11-05       13.194      -8.79600
6497 2014-11-18       52.941     -42.22320
6498 2015-02-27        4.419      -3.38790
6499 2015-03-05        2.556      -1.78920
6500 2015-04-05       10.428      -6.95200
6501 2015-05-14       23.484     -17.05840
6502 2015-05-21       24.588     -18.03120
6503 2015-06-07       18.312     -12.20800
6504 2015-07-11        8.982      -6.75360
6505 2015-07-25       25.176     -18.46240
6506 2015-08-16        6.486      -4.66560
6507 2015-08-21       99.588     -82.99000
6508 2015-09-04        7.656      -6.12480
6509 2015-09-07       14.445     -10.92120
6510 2015-09-13        2.412      -2.01000
6511 2015-09-15        3.576      -2.86080
6512 2015-09-17       16.476     -12.76820
6513 2015-09-25        2.946      -2.06220
6514 2015-09-26      121.104    -100.92000
6515 2015-11-22       11.610      -9.28800
6516 2015-11-30      152.991    -122.39280
6517 2015-12-05       26.064     -19.98240
6518 2016-01-04      104.580     -80.17800
6519 2016-03-06        2.043      -1.49820
6520 2016-03-13       75.057     -56.95760
6521 2016-04-03       99.846     -83.20500
6522 2016-04-25       25.620     -17.24320
6523 2016-05-23        6.294      -4.19600
6524 2016-06-18        4.626      -3.85500
6525 2016-06-20       29.718     -21.79320
6526 2016-06-25       38.088     -27.93120
6527 2016-07-07       15.135     -12.61250
6528 2016-07-21        1.941      -1.29400
6529 2016-07-28     1369.764    -172.60608
6530 2016-08-29        3.486      -2.78880
6531 2016-08-30       37.764     -27.69360
6532 2016-09-03     1141.470    -172.60608
6533 2016-09-05        9.555      -7.32550
6534 2016-11-26       78.759     -57.75660
6535 2016-11-28        6.888      -5.05120
6536 2016-12-03       18.192     -14.55360
6537 2017-01-09      274.491    -172.60608
6538 2017-02-24        4.956      -3.79960
6539 2017-03-11       12.294      -8.60580
6540 2017-03-30        5.715      -4.76250
6541 2017-04-09       37.896     -29.05360
6542 2017-04-24        8.706      -6.75380
6543 2017-04-30       13.896      -9.26400
6544 2017-05-03       90.588     -62.53200
6545 2017-05-04       11.598      -9.05820
6546 2017-06-22       41.487     -31.46230
6547 2017-07-06        2.946      -2.25860
6548 2017-09-09        7.539      -5.93000
6549 2017-09-14       22.194     -14.79600
6550 2017-09-16      541.638    -175.36128
6551 2017-09-19        4.842      -3.38940
6552 2017-09-21        1.908      -1.52640
6553 2017-09-22        5.607      -4.29870
6554 2017-09-25        8.595      -6.30300
6555 2017-09-28        2.655      -1.85850
6556 2017-10-26      114.720     -92.88540
6557 2017-11-03       11.673      -7.78200
6558 2017-11-23        7.476      -5.98080
6559 2017-12-01        8.001      -5.60070
6560 2017-12-02      631.176    -172.60608
6561 2017-12-04        5.346      -4.45500
6562 2017-12-09       11.088      -8.13120
6563 2017-12-10        3.273      -2.50930
No description has been provided for this image
Illinois eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
2965 2014-01-04       3.5400      -5.48700
2966 2014-02-06       8.9520     -14.77080
2967 2014-02-21       8.8500     -13.71750
2968 2014-03-31       8.1340     -13.82780
2969 2014-05-11     104.5800    -172.55700
2970 2014-05-27      17.4600     -30.55500
2971 2014-06-06      24.5880     -38.11140
2972 2014-06-07      12.4620     -20.56230
2973 2014-07-14      29.9320     -46.39460
2974 2014-09-07     308.8180    -179.11368
2975 2014-10-14       2.9460      -4.86090
2976 2014-10-20       8.6820     -14.75940
2977 2014-11-18      17.3720     -28.80840
2978 2014-11-22       9.9800     -16.46700
2979 2014-12-06       4.6000      -8.05000
2980 2014-12-14      14.3680     -22.57280
2981 2014-12-22      17.9040     -31.33200
2982 2014-12-26       8.6900     -14.77300
2983 2015-03-05      11.2120     -16.81800
2984 2015-03-08       8.5680     -14.56560
2985 2015-05-24       7.6560     -13.01520
2986 2015-05-31       3.5640      -6.23700
2987 2015-07-12       1.9280      -2.98840
2988 2015-07-20       2.8800      -4.46400
2989 2015-09-20       2.8080      -4.49280
2990 2015-09-27      15.0800     -22.62000
2991 2015-10-01       2.9920      -4.48800
2992 2015-10-22       5.1760      -7.76400
2993 2015-11-15      11.3640     -17.04600
2994 2016-01-30       1.7280      -2.67840
2995 2016-03-06       1.7280      -2.76480
2996 2016-03-21       3.1680      -4.75200
2997 2016-04-21      44.8480     -67.27200
2998 2016-05-03       2.1820      -3.60030
2999 2016-05-06       3.2080      -5.29320
3000 2016-05-17       2.8900      -4.76850
3001 2016-05-21       3.7980      -5.88690
3002 2016-06-21       0.8360      -1.33760
3003 2016-07-23      11.4160     -18.83640
3004 2016-08-04       3.9800      -6.56700
3005 2016-08-29       1.7880      -3.03960
3006 2016-09-03       8.8080     -14.97360
3007 2016-09-11       1.9080      -3.24360
3008 2016-09-19       2.3080      -3.46200
3009 2016-09-24     442.3720    -172.60608
3010 2016-09-30       1.9640      -3.24060
3011 2016-11-13       3.1360      -4.70400
3012 2016-12-16       4.7880      -7.90020
3013 2016-12-19       1.8000      -2.88000
3014 2017-01-29      12.1280     -20.61760
3015 2017-02-25       1.7880      -3.03960
3016 2017-03-31      13.4680     -22.89560
3017 2017-04-24      10.4300     -18.25250
3018 2017-04-30      43.3720     -69.39520
3019 2017-05-22       1.5920      -2.62680
3020 2017-05-28       3.5640      -6.23700
3021 2017-06-08      12.1760     -18.87280
3022 2017-06-16       5.9360      -8.90400
3023 2017-06-17      11.6640     -19.95120
3024 2017-06-22       3.0360      -5.00940
3025 2017-06-24     182.9940    -172.60608
3026 2017-07-21      99.1680    -172.79760
3027 2017-08-19       2.2960      -3.90320
3028 2017-08-29       3.2400      -5.18400
3029 2017-09-03      42.6160     -68.18560
3030 2017-09-10     762.5940    -172.60608
3031 2017-10-13      96.7840    -145.17600
3032 2017-10-14      40.8520     -66.01180
3033 2017-11-05      16.0300     -25.64800
3034 2017-11-26      33.5680     -53.70880
3035 2017-12-07    1419.9192    -172.60608
3036 2017-12-23      13.8400     -22.14400
3037 2017-12-28       1.6800      -2.68800
No description has been provided for this image
Texas eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
7510 2014-03-01     362.2500       0.00000
7511 2014-03-30     127.3020      -9.09300
7512 2014-04-18     317.0580     -18.11760
7513 2014-05-05     127.8690      -9.13350
7514 2014-05-11    1212.9600     -69.31200
7515 2014-05-21     107.7720     -29.25240
7516 2014-06-15     797.9440     -56.99600
7517 2014-07-12     512.3580     -14.63880
7518 2014-07-20     981.3720    -140.19600
7519 2014-07-21     657.9300     -93.99000
7520 2014-09-08    2386.6192     -38.66800
7521 2014-09-13     340.1160      -9.71760
7522 2014-11-07     683.1440       0.00000
7523 2014-11-23     155.3720     -35.51360
7524 2014-12-01     674.0580     -19.25880
7525 2014-12-15     763.2800     -21.80800
7526 2014-12-26     600.5580      -8.57940
7527 2015-01-19     199.3040      -8.54160
7528 2015-03-23     107.7720     -29.25240
7529 2015-04-18      56.6860     -20.24500
7530 2015-04-26     408.4220      -5.83460
7531 2015-05-26     210.6160     -33.18320
7532 2015-06-16     197.3720     -25.37640
7533 2015-09-07      47.5160      -2.03640
7534 2015-09-10     179.8860      -2.56980
7535 2015-10-15    1419.9192    -172.60608
7536 2015-12-26     275.0580     -90.37620
7537 2015-12-27     212.0580     -15.14700
7538 2016-02-08     241.5000       0.00000
7539 2016-03-03     563.4300     -56.34300
7540 2016-03-15     528.4300    -143.43100
7541 2016-04-08      95.9840      -4.11360
7542 2016-04-18     344.3720     -93.47240
7543 2016-05-02     366.7440    -110.02320
7544 2016-05-26     388.4300     -88.78400
7545 2016-06-12     379.3720    -119.23120
7546 2016-06-25      85.2460      -6.08900
7547 2016-07-02     528.4300       0.00000
7548 2016-08-26    1024.7160     -29.27760
7549 2016-09-05     347.8020     -24.84300
7550 2016-09-26     454.9650    -136.48950
7551 2016-10-20      56.6860     -14.57640
7552 2016-11-18     255.1080     -18.22200
7553 2016-11-20     318.4300     -77.33300
7554 2016-12-01     333.6760     -18.96280
7555 2017-01-01     310.7440     -26.63520
7556 2017-03-27     811.8040     -74.97100
7557 2017-05-14     899.4300     -12.84900
7558 2017-08-17      74.5920      -2.13120
7559 2017-09-08     213.4300     -39.63700
7560 2017-09-17     318.4300     -77.33300
7561 2017-10-09     254.0580     -32.66460
7562 2017-11-19     729.4280    -108.39340
7563 2017-11-25     853.9300     -24.39800
7564 2017-12-01     317.0580     -18.11760
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Ohio eyaletinde Phones alt kategorisi için zaman bazında zarar analizi:
     Order_Date  Total_Sales  Total_Profit
6120 2014-05-18     779.7960    -168.95580
6121 2014-11-02     590.1960    -118.03920
6122 2014-11-18       9.5880      -2.07740
6123 2014-11-24    2469.8892    -345.21216
6124 2014-12-05     216.6780     -54.16950
6125 2015-01-02      62.9820     -14.69580
6126 2015-01-12     368.6820     -61.90380
6127 2015-01-27     587.3460    -137.04740
6128 2015-02-08     107.9820     -26.99550
6129 2015-02-14     323.9820     -80.99550
6130 2015-04-16     118.7820     -27.71580
6131 2015-04-30    1022.9700    -172.60608
6132 2015-08-24      26.9820       4.04730
6133 2015-12-06     485.9400     -89.08900
6134 2015-12-15     101.9880     -16.99800
6135 2016-01-11      15.5880      -9.87240
6136 2016-01-22     110.3760     -20.23560
6137 2016-03-29     158.3760     -36.95440
6138 2016-08-14     507.0840    -105.74840
6139 2016-10-09      23.9760     -15.58440
6140 2016-10-21     235.1520     -47.03040
6141 2016-11-10      41.9580      -9.79020
6142 2017-01-27     107.9820     -26.99550
6143 2017-02-02      59.9700     -11.99400
6144 2017-02-17      57.5940     -11.51880
6145 2017-03-16     489.8160     -89.06000
6146 2017-04-20     122.3820     -24.47640
6147 2017-06-01     158.3760     -34.31480
6148 2017-06-02       2.9700      -0.64350
6149 2017-07-14    1419.9192    -172.60608
6150 2017-07-21     210.5640     -52.64100
6151 2017-09-10     259.8960     -56.31080
6152 2017-09-24    1169.6940    -172.60608
6153 2017-11-12     370.7820     -92.69550
6154 2017-11-14     119.9400      15.99200
6155 2017-11-26     220.7520     -40.47120
6156 2017-12-02     151.1880     -25.19800
6157 2017-12-22     629.9580      94.49370
6158 2017-12-27     164.3880     -35.61740
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In [86]:
import pandas as pd

# Tüm satırları görüntülemek için Pandas ayarını değiştirme
pd.set_option('display.max_rows', None)  # Tüm satırları görüntüle
pd.set_option('display.max_columns', None)  # Tüm sütunları görüntüle

# Eyalet ve alt kategori bazında toplam satış ve kâr hesaplama
subcategory_profit_loss = df.groupby(['State', 'Sub_Category']).agg(
    Total_Sales=('Sales', 'sum'),
    Total_Profit=('Profit', 'sum')
).reset_index()

# Kar etmeyen alt kategorileri bulma
unprofitable_subcategories = subcategory_profit_loss[subcategory_profit_loss['Total_Profit'] < 0]

# Zarar eden alt kategorileri yazdırma
if not unprofitable_subcategories.empty:
    print("Zarar eden alt kategoriler:")
    print(unprofitable_subcategories[['State', 'Sub_Category', 'Total_Sales', 'Total_Profit']])
else:
    print("Zarar eden alt kategori bulunmamaktadır.")

# Ayarları varsayılan haline geri döndürmek isterseniz:
# pd.reset_option('display.max_rows')
# pd.reset_option('display.max_columns')
Zarar eden alt kategoriler:
              State Sub_Category  Total_Sales  Total_Profit
19          Arizona      Binders    2185.3530    -837.67946
20          Arizona    Bookcases     519.2130    -517.81824
26          Arizona     Machines     965.9490    -409.20816
29          Arizona      Storage    2590.3840    -271.17090
30          Arizona     Supplies     282.5280     -30.19760
31          Arizona       Tables    3995.3500   -1240.65338
61       California       Tables   40588.9384     -80.01272
65         Colorado      Binders     508.9680    -379.49190
66         Colorado    Bookcases    1583.5230   -1431.21338
73         Colorado     Machines    2183.6232    -391.20756
76         Colorado      Storage    3387.1680    -212.69980
77         Colorado     Supplies    1403.4000    -164.49348
78         Colorado       Tables    1457.1300    -606.35356
92      Connecticut       Tables     252.3570     -19.61460
108        Delaware       Tables     510.2790     -85.89630
118         Florida      Binders    3690.4980   -1578.26614
119         Florida    Bookcases    2587.0560    -116.07060
120         Florida       Chairs    9784.8152     -27.52768
126         Florida     Machines    3355.3792    -337.53868
129         Florida      Storage    7037.5432     -37.90688
130         Florida     Supplies    1067.8960    -165.92308
131         Florida       Tables    5484.9740   -1591.13040
159        Illinois   Appliances     974.7200   -1866.54810
161        Illinois      Binders    4068.4752   -2410.09330
162        Illinois    Bookcases    4282.6980    -555.87260
163        Illinois       Chairs   14563.1780   -1572.45478
167        Illinois  Furnishings    2877.9760   -2025.94048
172        Illinois      Storage    9080.3280    -257.45840
174        Illinois       Tables    6550.6700   -2426.91900
264        Maryland       Tables     789.8030     -71.11700
279   Massachusetts       Tables    3897.4992    -420.21598
366          Nevada       Chairs     674.3520    -109.58220
387   New Hampshire       Tables    1053.1640    -105.31640
403      New Jersey       Tables     418.2920     -51.29060
431        New York       Tables   13619.1912   -3129.49304
435  North Carolina      Binders    2349.0522    -873.88108
436  North Carolina    Bookcases     959.0560     -97.97800
443  North Carolina     Machines    4835.5284    -545.64624
446  North Carolina      Storage    3438.0880     -86.20880
447  North Carolina     Supplies     302.0400     -27.98030
448  North Carolina       Tables    6442.2444   -1221.37878
456            Ohio      Binders    1917.0870   -1268.88218
457            Ohio    Bookcases    2077.7050    -987.66672
458            Ohio       Chairs    9973.6644    -649.35420
464            Ohio     Machines    5518.0974   -1123.65600
466            Ohio       Phones   14082.4644   -2294.33280
467            Ohio      Storage    7264.4400    -276.33640
468            Ohio     Supplies     478.8080     -82.90290
469            Ohio       Tables    7756.2984   -1785.80282
487          Oregon      Binders     281.0640    -198.74110
488          Oregon    Bookcases     356.6460    -404.70548
494          Oregon     Machines     209.9160    -194.55108
497          Oregon      Storage    1991.1200    -410.77290
498          Oregon     Supplies      76.7440      -1.68470
499          Oregon       Tables    1671.8600    -809.13504
503    Pennsylvania      Binders    6266.0580   -2420.25918
504    Pennsylvania    Bookcases    3567.2442   -1210.74960
505    Pennsylvania       Chairs   15727.9192   -1449.24656
511    Pennsylvania     Machines    2133.7170   -1049.77432
513    Pennsylvania       Phones   19110.3144   -3168.54282
514    Pennsylvania      Storage   11021.1984   -1103.91196
515    Pennsylvania     Supplies    3466.3912    -582.83178
516    Pennsylvania       Tables    7406.7852   -1592.74200
529    Rhode Island       Tables    1758.2460    -230.16780
551       Tennessee      Binders    4775.2404    -937.34214
552       Tennessee    Bookcases     518.2400      -6.32360
558       Tennessee     Machines     740.4750    -174.43558
561       Tennessee      Storage    3310.8560    -333.57390
563       Tennessee       Tables    4864.8204    -960.24354
565           Texas   Appliances    2407.8140   -3746.23850
567           Texas      Binders    8179.7424   -3955.91680
568           Texas    Bookcases   13517.1124   -1876.67362
569           Texas       Chairs   25218.7964   -2337.76508
573           Texas  Furnishings    3766.7240   -2661.24202
575           Texas     Machines   10046.0268    -944.12230
578           Texas      Storage   15588.5672    -763.57868
579           Texas     Supplies    2006.6072    -223.87118
580           Texas       Tables   15760.6610   -2215.93548
640   West Virginia       Tables     673.3440     -76.95360
In [ ]: